Demystifying Fixed k-Nearest Neighbor Information Estimators

Demystifying Fixed k-Nearest Neighbor Information Estimators

11 April 2016

Pramod Viswanath

Papers citing "Demystifying Fixed k-Nearest Neighbor Information Estimators"

15 / 15 papers shown

Title
A Neural Difference-of-Entropies Estimator for Mutual Information Haoran Ni Martin Lotz SSL DRL 91 0 0 18 Feb 2025
Contextual Bandits for Unbounded Context Distributions Puning Zhao Xiaogang Xu Zhe Liu Huiwen Wu Q. Zhang Zong Ke Tianhang Zheng 71 3 0 19 Aug 2024
DICE: Diversity in Deep Ensembles via Conditional Redundancy Adversarial Estimation Alexandre Ramé Matthieu Cord FedML 53 51 0 14 Jan 2021
Neural Estimators for Conditional Mutual Information Using Nearest Neighbors Sampling Sina Molavipour Germán Bassi Mikael Skoglund 22 8 0 12 Jun 2020
Conditional Mutual Information Neural Estimator Sina Molavipour Germán Bassi Mikael Skoglund 24 14 0 06 Nov 2019
High Mutual Information in Representation Learning with Symmetric Variational Inference M. Livne Kevin Swersky David J. Fleet SSL DRL 33 0 0 04 Oct 2019
Deep Learning for Channel Coding via Neural Mutual Information Estimation Rick Fritschek Rafael F. Schaefer Gerhard Wunder 50 45 0 07 Mar 2019
Mimic and Classify : A meta-algorithm for Conditional Independence Testing Rajat Sen Karthikeyan Shanmugam Himanshu Asnani Arman Rahimzamani Sreeram Kannan CML VLM 21 16 0 25 Jun 2018
Optimal rates of entropy estimation over Lipschitz balls Yanjun Han Jiantao Jiao Tsachy Weissman Yihong Wu 30 73 0 06 Nov 2017
Potential Conditional Mutual Information: Estimators, Properties and Applications Arman Rahimzamani Sreeram Kannan 14 10 0 13 Oct 2017
Estimating Mutual Information for Discrete-Continuous Mixtures Weihao Gao Sreeram Kannan Sewoong Oh Pramod Viswanath 14 156 0 19 Sep 2017
Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information Jakob Runge 21 166 0 05 Sep 2017
Information Theoretic Structure Learning with Confidence Kevin R. Moon M. Noshad Salimeh Yasaei Sekeh Alfred Hero 13 18 0 13 Sep 2016
Finite-Sample Analysis of Fixed-k Nearest Neighbor Density Functional Estimators Shashank Singh Barnabás Póczós 21 54 0 05 Jun 2016
Efficient multivariate entropy estimation via $k$ -nearest neighbour distances Thomas B. Berrett R. Samworth M. Yuan 17 122 0 01 Jun 2016