Why log of a distribution?

 

Here each term x_k is independent given the model M. It is log likelihood term for a dataset {x1, x2, ..., xk}.

Another reason is that the multiplicative term are turned into summation. If the probability terms are gaussian the exponent term flattens into summation terms.