One generative model is a mixture of
Gaussians (MOG)
•K
Gaussian blobs with means μb covariance
matrices Vb,
dimension d
–blob
b defined by:
–
•blob
b is selected with probability
•the
likelihood of observing x is a weighted mixture of Gaussians
•
•
•where