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entropy estimation

49 papers

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Co-occurring keywords

mutual information (724) large language model (13587) information theory (491) shannon entropy (26) distribution estimation (71) statistical estimation (108) nonparametric estimation (98) image compression (147) sample complexity (1169) uncertainty quantification (1393)

Papers

Practical and Consistent Estimation of f-Divergences NIPS 2019
Estimating Entropy of Distributions in Constant Space NIPS 2019
Exponential Family Estimation via Adversarial Dynamics Embedding NIPS 2019
Global SNR Estimation of Speech Signals Using Entropy and Uncertainty Estimates from Dropout Networks INTERSPEECH 2018
The Nearest Neighbor Information Estimator is Adaptively Near Minimax Rate-Optimal NIPS 2018
INSPECTRE: Privately Estimating the Unseen ICML 2018
Estimating Mutual Information for Discrete-Continuous Mixtures NIPS 2017
A Unified Maximum Likelihood Approach for Estimating Symmetric Properties of Discrete Distributions ICML 2017
Finite-Sample Analysis of Fixed-k Nearest Neighbor Density Functional Estimators NIPS 2016
Breaking the Bandwidth Barrier: Geometrical Adaptive Entropy Estimation NIPS 2016
Nonparametric von Mises Estimators for Entropies, Divergences and Mutual Informations NIPS 2015
Exponential Concentration of a Density Functional Estimator NIPS 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 NIPS 2013
Estimating the Unseen: Improved Estimators for Entropy and other Properties NIPS 2013
Entropy Estimations Using Correlated Symmetric Stable Random Projections NIPS 2012
Bayesian estimation of discrete entropy with mixtures of stick-breaking priors NIPS 2012
Ensemble weighted kernel estimators for multivariate entropy estimation NIPS 2012
How biased are maximum entropy models? NIPS 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
An Information Theoretic Framework for Eukaryotic Gradient Sensing NIPS 2006
ICA Using Spacings Estimates of Entropy JMLR 2003