Michael Gutmann

2 papers · 2010–2014 · 1 conference · across top CS/AI conferences

Achievements

🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (14) 🚀 Conference Pioneer

Conferences

AISTATS (2)

Top co-authors

Aapo Hyvärinen (2) Hayaru Shouno (1) Hiroaki Sasaki (1)

Keywords

independent component analysis (2) logistic regression (1) density estimation (1) parameter estimation (1) score matching (1) noise-contrastive estimation (1) probabilistic model (1) unnormalized model (1) dependency structure (1) contrastive learning (1) non-gaussian component (1)

Papers

Estimating Dependency Structures for non-Gaussian Components with Linear and Energy Correlations AISTATS 2014

Noise-contrastive estimation: A new estimation principle for unnormalized statistical models AISTATS 2010