Mathematical treatment can be found here.
Here is an example of MLE for 2D Gaussian PDF modeling:
Actually we can use different types of covariance matrices for identifying the Gaussiaon PDF for a given dataset, including
- Full covariance matrix
- Diagonal covariance matrix
- A single constant times an identity matrix
Data Clustering and Pattern Recognition (資料分群與樣式辨認)