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exponential family

124 papers

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Co-occurring keywords

bayesian inference (1907) variational inference (2069) graphical model (864) parameter estimation (274) bregman divergence (81) exponential families (16) kernel methods (1097) maximum likelihood (255) convex optimization (1321) score matching (97)

Papers

Inference for High-dimensional Exponential Family Graphical Models AISTATS 2016
Square Root Graphical Models: Multivariate Generalizations of Univariate Exponential Families that Permit Positive Dependencies ICML 2016
Strong Coresets for Hard and Soft Bregman Clustering with Applications to Exponential Family Mixtures AISTATS 2016
Exponential Stochastic Cellular Automata for Massively Parallel Inference AISTATS 2016
Exponential Family Embeddings NIPS 2016
Variational Tempering AISTATS 2016
Low Rank Matrix Completion with Exponential Family Noise COLT 2015
A Sufficient Statistics Construction of Exponential Family Lévy Measure Densities for Nonparametric Conjugate Models AISTATS 2015
Learning Parametric-Output HMMs with Two Aliased States ICML 2015
Vector-Space Markov Random Fields via Exponential Families ICML 2015
The entropic barrier: a simple and optimal universal self-concordant barrier COLT 2015
Harmonic Exponential Families on Manifolds ICML 2015
Learning structured densities via infinite dimensional exponential families NIPS 2015
Gradient-free Hamiltonian Monte Carlo with Efficient Kernel Exponential Families NIPS 2015
Expectation Particle Belief Propagation NIPS 2015
Maximum Likelihood Learning With Arbitrary Treewidth via Fast-Mixing Parameter Sets NIPS 2015
Kullback-Leibler Proximal Variational Inference NIPS 2015
Recursive Inversion Models for Permutations NIPS 2014
Elementary Estimators for Sparse Covariance Matrices and other Structured Moments ICML 2014
Exponential Family Matrix Completion under Structural Constraints ICML 2014
Nonparametric Bayesian inference on multivariate exponential families NIPS 2014
Distributed Estimation, Information Loss and Exponential Families NIPS 2014
Hardness of parameter estimation in graphical models NIPS 2014
Elementary Estimators for Graphical Models NIPS 2014
Horizon-Independent Optimal Prediction with Log-Loss in Exponential Families COLT 2013