Concepedia

Michael U. Gutmann

MU

36

Publications

4.2K

Citations

23

H-Index

1991

Active since

Affiliations

University of Helsinki(Current)

Helsinki Institute for Information Technology

University of Edinburgh

Aalto University

University of Oslo

Michael U. Gutmann is an author at University of Helsinki specializing in engineering, data science, and statistical inference.

Top concepts

EngineeringStatistical InferenceData ScienceStatisticsComputer ScienceMachine LearningMedicineArtificial IntelligenceGenerative ModelsUncertainty Quantification

Publications per year

1991–2022

36

Publications

36

Noise-contrastive estimation: A new estimation principle for unnormalized statistical models

Michael U. Gutmann, Aapo Hyvärinen · Edinburgh Research Explorer (University of Edinburgh) · 2010 · 1.4K citations · Full text

Noise-contrastive estimation of unnormalized statistical models, with applications to natural image statistics

Michael U. Gutmann, Aapo Hyvärinen · Journal of Machine Learning Research · 2012 · 632 citations

Partition Function, Machine Learning, Maximum Likelihood Estimation +19

VEEGAN: Reducing Mode Collapse in GANs using Implicit Variational Learning

Akash Srivastava, Lazar Valkov, Chris Russell et al. · Edinburgh Research Explorer (University of Edinburgh) · 2017 · 299 citations · Full text

Artificial Intelligence, Complicated Manifolds, Engineering +13

VEEGAN: Reducing Mode Collapse in GANs using Implicit Variational Learning

Akash Srivastava, Lazar Valkov, Chris Russell et al. · arXiv (Cornell University) · 2017 · 273 citations · Full text

Artificial Intelligence, Complicated Manifolds, Engineering +13

Fundamentals and Recent Developments in Approximate Bayesian Computation

Jarno Lintusaari, Michael U. Gutmann, Ritabrata Dutta et al. · Systematic Biology · 2016 · 227 citations · Full text

Biology, Bayesian Statistic, Bayesian Statistics +15

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