Tutorial on emoticon recognition

In this tutorial, we shall explain the basics of emoticon recognition. More specifically, we shall construct a classifier that can classify a given emoticon into either positive or negative emotion.

Dataset preprocessing
Dimensionality reduction via PCA
Performance evaluation
Confusion table and misclassification list
Summary

Dataset preprocessing

Before we start, let's add necessary toolboxes to the search path of MATLAB:

addpath d:/users/jang/matlab/toolbox/utility
addpath d:/users/jang/matlab/toolbox/machineLearning
scriptStartTime=tic;

First of all, we need to collect emoticons that carry emotions. The collected emoticons can be display as follows:

emoticonDir='sourceEmoticon';
opt=fileList('defaultOpt');
opt.extName={'png', 'jpg'};
imData=fileList(emoticonDir, opt);
for i=1:length(imData)
	im=imread(imData(i).path);
	figure; imshow(im);
end

Warning: Image is too big to fit on screen; displaying at 67%

We can run the following program to crop each emoticon:

for i=1:length(imData);
	emoticonCrop(imData(i).path);
end

Cropping images from sourceEmoticon/emotions.png...
Cropping images from sourceEmoticon/set2.png...
Cropping images from sourceEmoticon/set3.png...
Cropping images from sourceEmoticon/set4.png...
Cropping images from sourceEmoticon/emotions.jpg...
Cropping images from sourceEmoticon/emotions2.jpg...

All the cropped images are stored in another folder "targetEmoticon. We can display the cropped image using the command "myMontage":

targetDir='targetEmoticon';
opt=fileList('defaultOpt'); opt.extName='png';
croppedImData=fileList(targetDir, opt);
byte=[croppedImData.bytes];
bigImData=croppedImData(byte>1000);	% Keep only big images
[sortedValue, sortIndex]=sort([bigImData.bytes]);
bigImData=bigImData(sortIndex);
myMontage(bigImData);

Warning: Image is too big to fit on screen; displaying at 67%

Since not all cropped image are valid emoticons, we need to manually select the ones for our classifier construction. More importantly, we need to label the groundtruth emotion of each emoticon. The manually collected dataset is available at this link. After this is done, we can collect all the images using "mmDataCollect". The function will also display images of different classes in different figure windows, as follows:

imDir='emoticon4training';
opt=mmDataCollect('defaultOpt');
opt.extName='png';
imData=mmDataCollect(imDir, opt, 1);

Collecting 102 files with extension "png" from "emoticon4training"...

We need to perform feature extraction and put all the dataset into a format that is easier for further processing, including classifier construction and evaluation.

opt=dsCreateFromMm('defaultOpt');
opt.feaFcn=@imFeaLgbp;	% Function for feature extraction
if exist('ds.mat')
	fprintf('Loading ds.mat...\n');
	load ds.mat
else
	ds=dsCreateFromMm(imData, opt);
	fprintf('Saving ds.mat...\n');
	save ds ds
end

Loading ds.mat...

Note that in the above code snippet, if ds.mat exists, then we load it directly. On the other hand, if ds.mat does not exist, then we need to perform feature extraction and create the structure variable "ds" (and save it as ds.mat) for further processing.

Dimensionality reduction via PCA

The dimension of the feature vector is quite large:

dim=size(ds.input, 1)

dim =

      655360

We shall consider dimensionality reduction via PCA (principal component analysis). First, let's plot the cumulative variance given the descending eigenvalues of PCA:

[ds.input, eigVec, eigValue]=pca(ds.input);
cumVar=cumsum(eigValue);
cumVarPercent=cumVar/cumVar(end)*100;
figure; plot(cumVarPercent, '.-');
xlabel('No. of eigenvalues');
ylabel('Cumulated variance percentage (%)');
title('Variance percentage vs. no. of eigenvalues');

A reasonable choice is to retain the dimensionality such that the cumulative variance percent is larger than a given threshold:

opt=fcOptSet;
index=find(cumVarPercent>opt.cumVarTh);
newDim=index(1);
ds.input=ds.input(1:newDim, :);
fprintf('Reduce the dimensionality to %d to keep %g%% cumulative variance via PCA.\n', newDim, opt.cumVarTh);

Reduce the dimensionality to 77 to keep 90% cumulative variance via PCA.

Performance evaluation

After dimensionality reduction, we can perform all combinations of classifications and input normalization to search the best performance via leave-one-out cross validation:

poOpt=perfCv4classifier('defaultOpt');
poOpt.foldNum=inf;	% Leave-one-out cross validation
figure; [perfData, bestId]=perfCv4classifier(ds, poOpt, 1);
structDispInHtml(perfData, 'Performance of various classifiers via cross validation');

Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.636317e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.377891e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.522694e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.133405e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.837185e-21. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.387782e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.718908e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.557418e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.776026e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.000816e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.801659e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.060777e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.543224e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.066912e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.395800e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.322423e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.839535e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.491708e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.336052e-21. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.479799e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.100730e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.228661e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.135922e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.437883e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.090075e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.498218e-21. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.152020e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.277231e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.982044e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.005026e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.062353e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.358531e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.335831e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.592880e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.689588e-21. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.470863e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.589033e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.057170e-21. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.746721e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.665511e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.235853e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.512182e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.857516e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.644537e-22. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.398851e-21. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.604272e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.245529e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.061769e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.331587e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.244148e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  8.920224e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.127070e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.501064e-21. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.532877e-21. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.383114e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.575676e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.854186e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.235546e-21. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.555454e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.943975e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.976462e-21. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.362191e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.486451e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.880239e-21. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.360905e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.028747e-21. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.880349e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.156782e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.742963e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.663461e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.043246e-21. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.800591e-21. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.547315e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.409478e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.887809e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.197524e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.837188e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.739398e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.890124e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.172172e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.211318e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.552909e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.478772e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.647280e-21. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.720881e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.696377e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.357312e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.514694e-21. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.796404e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.030723e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.568813e-21. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.257227e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.610481e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.639377e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.316054e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.141503e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.319562e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.880148e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.177564e-21. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.661433e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.306082e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.490869e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.485507e-20. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.884556e-20. 
Iteration=200/1000, recog. rate=59.4059%
Iteration=400/1000, recog. rate=59.4059%
Iteration=600/1000, recog. rate=58.4158%
Iteration=800/1000, recog. rate=59.4059%
Iteration=1000/1000, recog. rate=58.4158%
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.022943e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.203246e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.997706e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.684185e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.228517e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.582108e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.965636e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.289020e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.098602e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.038385e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.797820e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.633157e-18. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.409650e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.483658e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.527220e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.442557e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.212122e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.225131e-18. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.388042e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  8.641308e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.485278e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.577517e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.515768e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.094593e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.887347e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.117295e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.603632e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.063884e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.580100e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.953462e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.694440e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.433998e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.928557e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.276430e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.743378e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.973761e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.136168e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.252637e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  8.802372e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.537367e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.103826e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.134982e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.315746e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.168463e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.780940e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.110738e-18. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.245900e-18. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.444921e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  8.255898e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.928868e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.173792e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.783746e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.691180e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.662106e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.070767e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.492436e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.441696e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.262287e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.365512e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.191664e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.702452e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.143585e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.825495e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.427728e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.865934e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.626015e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.313452e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.320684e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.489428e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.757875e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.170031e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.148507e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.469528e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.987939e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.196051e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.541112e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.313385e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.740970e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.874860e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.746225e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.406088e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.931355e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.588684e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.187180e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.640722e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.147709e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.313733e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.746752e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.314014e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.518396e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.581933e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.530954e-21. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.698804e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.367840e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.219684e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.568439e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.552716e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.054755e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.620507e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.041259e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.922627e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.271472e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.230667e-18. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.189645e-19. 
Iteration=200/1000, recog. rate=65.3465%
Iteration=400/1000, recog. rate=72.2772%
Iteration=600/1000, recog. rate=73.2673%
Iteration=800/1000, recog. rate=72.2772%
Iteration=1000/1000, recog. rate=73.2673%
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.136443e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.517749e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.005993e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.903798e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.355705e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.056658e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.683982e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.851674e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.873015e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.147154e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.282839e-18. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.597002e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.820791e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.593867e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.164531e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.454016e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.577812e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.070427e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.986174e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.745569e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.280652e-18. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.602325e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.541745e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.048629e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.702255e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.311384e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.592101e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.036712e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.681286e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.704500e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.044110e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.049795e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.586665e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.042213e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.503036e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.557634e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.870865e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.862180e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  8.504074e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.490110e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.422561e-18. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.771737e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.115862e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.268657e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.230368e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.066821e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.289445e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.998251e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.686279e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.000464e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.798674e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.141018e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.883350e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.635225e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.559889e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.488070e-20. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.562174e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.543297e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.161216e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.235912e-21. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.424649e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (61) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.548094e-19. 
Warning: Warning in gaussianMle: dataNum (40) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.864172e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.583528e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.267601e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.254382e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.714542e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.312635e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.453585e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.363761e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.389687e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  6.302428e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.189351e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.782013e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.660826e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.420604e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.759185e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  9.833120e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  8.895259e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.632678e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.920655e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.380053e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.020056e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  7.373313e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.792483e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.047637e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.810842e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.861088e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.538920e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  5.711439e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  8.437200e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.241340e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.210281e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.405168e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.808986e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.818767e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.348168e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.136997e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  4.798145e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  8.012113e-20. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  1.466996e-19. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  3.541788e-21. 
Warning: Warning in gaussianMle: dataNum (62) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.734913e-19. 
Warning: Warning in gaussianMle: dataNum (39) <= dim (77), the resulting
parameters are not trustworthy!
 
Warning: Matrix is close to singular or badly scaled. Results may be inaccurate.
RCOND =  2.354502e-19. 
Iteration=200/1000, recog. rate=67.3267%
Iteration=400/1000, recog. rate=74.2574%
Iteration=600/1000, recog. rate=81.1881%
Iteration=800/1000, recog. rate=85.1485%
Iteration=1000/1000, recog. rate=85.1485%

Confusion table and misclassification list

Then we can display the confusion matrix corresponding to the best classifier and the best input normalization scheme:

confMat=confMatGet(ds.output, perfData(bestId).bestComputedClass);
confOpt=confMatPlot('defaultOpt');
confOpt.className=ds.outputName;
figure; confMatPlot(confMat, confOpt);

We can also list all the misclassified images in a table:

for i=1:length(imData)
	imData(i).classIdPredicted=perfData(bestId).bestComputedClass(i);
	imData(i).classPredicted=ds.outputName{imData(i).classIdPredicted};
end
listOpt=mmDataList('defaultOpt');
mmDataList(imData, listOpt);

List of 33 misclassified cases
Index\Field	File	GT ==> Predicted	Hit
1	emt127.png	neg ==> pos	false
2	emt147.png	neg ==> pos	false
3	emt30.png	neg ==> pos	false
4	emt35.png	neg ==> pos	false
5	emt44.png	neg ==> pos	false
6	emt49.png	neg ==> pos	false
7	emt51.png	neg ==> pos	false
8	emt54.png	neg ==> pos	false
9	set235.png	neg ==> pos	false
10	set268.png	neg ==> pos	false
11	set314.png	neg ==> pos	false
12	set38.png	neg ==> pos	false
13	set4272.png	neg ==> pos	false
14	emt1.png	pos ==> neg	false
15	emt11.png	pos ==> neg	false
16	emt124.png	pos ==> neg	false
17	emt14.png	pos ==> neg	false
18	emt144.png	pos ==> neg	false
19	emt146.png	pos ==> neg	false
20	emt149.png	pos ==> neg	false
21	emt18.png	pos ==> neg	false
22	emt3.png	pos ==> neg	false
23	emt6.png	pos ==> neg	false
24	emt60.png	pos ==> neg	false
25	emt63.png	pos ==> neg	false
26	emt87.png	pos ==> neg	false
27	emt88.png	pos ==> neg	false
28	set23.png	pos ==> neg	false
29	set269.png	pos ==> neg	false
30	set313.png	pos ==> neg	false
31	set314.png	pos ==> neg	false
32	set36.png	pos ==> neg	false
33	set44.png	pos ==> neg	false