Testing Conditional Independence on Discrete Data using Stochastic Complexity

12 March 2019

Papers citing "Testing Conditional Independence on Discrete Data using Stochastic Complexity"

11 / 11 papers shown

Title
Efficient Sample-optimal Learning of Gaussian Tree Models via Sample-optimal Testing of Gaussian Mutual Information Sutanu Gayen Sanket Kale Sayantan Sen 100 0 0 18 Nov 2024
On the Properties and Estimation of Pointwise Mutual Information Profiles Paweł Czyż Frederic Grabowski Julia E. Vogt N. Beerenwinkel Alexander Marx 83 3 0 16 Oct 2023
Conditional independence testing under misspecified inductive biases Felipe Maia Polo Yuekai Sun Moulinath Banerjee CML 53 3 0 05 Jul 2023
Beyond Normal: On the Evaluation of Mutual Information Estimators Paweł Czyż Frederic Grabowski Julia E. Vogt N. Beerenwinkel Alexander Marx 103 35 0 19 Jun 2023
A Survey on Causal Discovery Methods for I.I.D. and Time Series Data Uzma Hasan Emam Hossain Md. Osman Gani CML AI4TS 126 31 0 27 Mar 2023
A Simple Unified Approach to Testing High-Dimensional Conditional Independences for Categorical and Ordinal Data Ankur Ankan J. Textor CML 77 5 0 09 Jun 2022
Local permutation tests for conditional independence Ilmun Kim Matey Neykov Sivaraman Balakrishnan Larry A. Wasserman 98 28 0 22 Dec 2021
Combining Human Predictions with Model Probabilities via Confusion Matrices and Calibration Gavin Kerrigan Padhraic Smyth M. Steyvers 70 49 0 29 Sep 2021
Towards Efficient Local Causal Structure Learning shuai Yang Hao Wang Kui Yu Fuyuan Cao Xindong Wu CML 44 23 0 28 Feb 2021
On the Sample Complexity of Causal Discovery and the Value of Domain Expertise Samir Wadhwa Roy Dong CML 37 9 0 05 Feb 2021
Learning Bayesian networks from demographic and health survey data N. K. Kitson Anthony C. Constantinou CML 76 23 0 02 Dec 2019