Mixture of Gaussians
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