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entropy estimation

52 papers

Papers

Enhancing Nearest Neighbor Based Entropy Estimator for High Dimensional Distributions via Bootstrapping Local Ellipsoid AAAI 2020 Speakers Fill Lexical Semantic Gaps with Context EMNLP 2020 Estimating Entropy of Distributions in Constant Space NeurIPS 2019 Exponential Family Estimation via Adversarial Dynamics Embedding NeurIPS 2019 Practical and Consistent Estimation of f-Divergences NeurIPS 2019 The Broad Optimality of Profile Maximum Likelihood NeurIPS 2019 Global SNR Estimation of Speech Signals Using Entropy and Uncertainty Estimates from Dropout Networks Interspeech 2018 INSPECTRE: Privately Estimating the Unseen ICML 2018 The Nearest Neighbor Information Estimator is Adaptively Near Minimax Rate-Optimal NeurIPS 2018 A Unified Maximum Likelihood Approach for Estimating Symmetric Properties of Discrete Distributions ICML 2017 Estimating Mutual Information for Discrete-Continuous Mixtures NeurIPS 2017 Breaking the Bandwidth Barrier: Geometrical Adaptive Entropy Estimation NeurIPS 2016 Finite-Sample Analysis of Fixed-k Nearest Neighbor Density Functional Estimators NeurIPS 2016 Nonparametric von Mises Estimators for Entropies, Divergences and Mutual Informations NeurIPS 2015 Exponential Concentration of a Density Functional Estimator NeurIPS 2014 Information Theoretical Estimators Toolbox JMLR 2014 A simple sketching algorithm for entropy estimation over streaming data AISTATS 2013 Bayesian entropy estimation for binary spike train data using parametric prior knowledge NeurIPS 2013 Estimating the Unseen: Improved Estimators for Entropy and other Properties NeurIPS 2013 Bayesian estimation of discrete entropy with mixtures of stick-breaking priors NeurIPS 2012 Ensemble weighted kernel estimators for multivariate entropy estimation NeurIPS 2012 Entropy Estimations Using Correlated Symmetric Stable Random Projections NeurIPS 2012 How biased are maximum entropy models? NeurIPS 2011 REGO: Rank-based Estimation of Renyi Information using Euclidean Graph Optimization AISTATS 2010 Entropy Inference and the James-Stein Estimator, with Application to Nonlinear Gene Association Networks JMLR 2009