A Unified Statistically Efficient Estimation Framework for Unnormalized Models

Masatoshi Uehara, Takafumi Kanamori, Takashi Takenouchi, Takeru Matsuda

Abstract: The parameter estimation of unnormalized models is a challenging problem. The maximum likelihood estimation (MLE) is computationally infeasible for these models since normalizing constants are not ...