cvDataGen

Generate m-fold cross validation (CV) data for performance evaluation

Contents

Syntax

Description

[cvData, count]=cvDataGen(DS, opt) generates cross-validation data for performance evaluation.

• DS: dataset to be partitioned
• opt: options, with the following fields
  • foldNum: number of folds
  • cvDataType: 'index' (index only, default) or 'full' (full data)
  • randomized: 1 or 0, for using random permutation or not
  • foldId: the fold ID for each sample, which overwrite foldNum

Example

DS=prData('nonlinearseparable');
opt=cvDataGen('defaultOpt');
opt.foldNum=2;
opt.cvDataType='full';
cvData=cvDataGen(DS, opt);
subplot(121); dsScatterPlot(cvData(1).TS);
subplot(122); dsScatterPlot(cvData(1).VS);

Published with MATLAB® R2020b