The expected energy of a datapoint

• The expected energy of datapoint c is the average negative log probability of generating the datapoint – The average is taken using the responsibility that each Gaussian is assigned for that datapoint:

responsibility of i for c

parameters of Gaussian i

Location of datapoint c

data- point

Gaussian