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exponential families

16 papers

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Co-occurring keywords

exponential family (124) graphical model (864) penalized estimation (6) markov random field (303) expectation maximization (255) kl divergence (196) statistical learning (351) max-weight matching (2) mirror descent (148) network structure estimation (3)

Papers

Learning-to-Optimize with PAC-Bayesian Guarantees: Theoretical Considerations and Practical Implementation JMLR 2025
Fair Densities via Boosting the Sufficient Statistics of Exponential Families ICML 2023
Clustering above Exponential Families with Tempered Exponential Measures AISTATS 2023
Sparse Continuous Distributions and Fenchel-Young Losses JMLR 2022
Homeomorphic-Invariance of EM: Non-Asymptotic Convergence in KL Divergence for Exponential Families via Mirror Descent (Extended Abstract) IJCAI 2022
Almost Optimal Anytime Algorithm for Batched Multi-Armed Bandits ICML 2021
Sampling-free Uncertainty Estimation in Gated Recurrent Units with Applications to Normative Modeling in Neuroimaging UAI 2019
On Separability of Loss Functions, and Revisiting Discriminative Vs Generative Models NIPS 2017
Inferring Block Structure of Graphical Models in Exponential Families AISTATS 2015
Vector-Space Markov Random Fields via Exponential Families ICML 2015
Distributed Estimation, Information Loss and Exponential Families NIPS 2014
Mixed Graphical Models via Exponential Families AISTATS 2014
Conditional Random Fields via Univariate Exponential Families NIPS 2013
Graphical Models via Generalized Linear Models NIPS 2012
FastEx: Hash Clustering with Exponential Families NIPS 2012
Exponential Family Graph Matching and Ranking NIPS 2009