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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