Performance-guaranteed regularization in maximum likelihood method: Gauge symmetry in Kullback -- Leibler divergence

Akihisa Ichiki

The maximum likelihood method is the best-known method for estimating the probabilities behind the data. However, the conventional method obtains the probability model closest to t…