495 citations · 932 across the 37 of their papers we have counts for
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cs.LG2012★ 4 cited
A Family of Computationally Efficient and Simple Estimators for Unnormalized Statistical Models
Miika Pihlaja, Michael Gutmann, Aapo Hyvarinen
We introduce a new family of estimators for unnormalized statistical models. Our family of estimators is parameterized by two nonlinear functions and uses a single sample from an a…
cs.LG2012★ 21 cited
Bregman divergence as general framework to estimate unnormalized statistical models
Michael Gutmann, Jun-ichiro Hirayama
We show that the Bregman divergence provides a rich framework to estimate unnormalized statistical models for continuous or discrete random variables, that is, models which do not…