Michael U Gutmann

Michael U Gutmann

University of Edinburgh - Edinburgh / United Kingdom
Engineering & Technology / Computer Science
AD Scientific Index ID: 1337034
person_outline Michael U Gutmann's MOST POPULAR ARTICLES
1-) Noise-contrastive estimation: A new estimation principle for unnormalized statistical modelsM Gutmann, A HyvärinenProceedings of the thirteenth international conference on artificial …, 201016162010
2-) Noise-contrastive estimation of unnormalized statistical models, with applications to natural image statistics.MU Gutmann, A HyvärinenJournal of machine learning research 13 (2), 20128952012
3-) Veegan: Reducing mode collapse in gans using implicit variational learningA Srivastava, L Valkov, C Russell, MU Gutmann, C SuttonAdvances in neural information processing systems 30, 20175582017
4-) Bayesian Optimization for Likelihood-Free Inference of Simulator-Based Statistical ModelsMU Gutmann, J CoranderJournal of Machine Learning Research 17, 1-47, 20163522016
5-) Fundamentals and recent developments in approximate Bayesian computationJ Lintusaari, MU Gutmann, R Dutta, S Kaski, J CoranderSystematic biology 66 (1), e66-e82, 20173142017