Frederic Koehler

Information Theoretic Properties of Markov Random Fields, and their Algorithmic Applications

Linus Hamilton, Frederic Koehler, Ankur Moitra · DSpace@MIT (Massachusetts Institute of Technology) · 2017 · 24 citations · Full text

Markov Random Fields, Correlation Decay, Graph Theory +14

Entropic independence: optimal mixing of down-up random walks

Nima Anari, Vishesh Jain, Frederic Koehler et al. · 2022 · 20 citations

Spectral Theory, Large Deviations, Entropic Independence +13

Online and Distribution-Free Robustness: Regression and Contextual Bandits with Huber Contamination

Sitan Chen, Frederic Koehler, Ankur Moitra et al. · 2022 · 12 citations

Engineering, Machine Learning, Contextual Bandits +16

Information Theoretic Properties of Markov Random Fields, and their\n Algorithmic Applications

Linus Hamilton, Frederic Koehler, Ankur Moitra · arXiv (Cornell University) · 2017 · 11 citations · Full text

Provable Algorithms for Inference in Topic Models

Sanjeev Arora, Rong Ge, Frederic Koehler et al. · arXiv (Cornell University) · 2016 · 10 citations · Full text