I am currently studying TwoStep clustering and one of the distance measures that is the log likelihood distance measure. Mainly this distance measure accepts both categorical and continuous variables. For categorical variables it is assumed that the variables are independent multinomial distributed. Can someone help me derive the log likelihood distance for the multinomial distribution.
For better understanding one may refer to the following: