Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information

5 September 2017

Papers citing "Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information"

28 / 28 papers shown

Title
Scalable and Flexible Causal Discovery with an Efficient Test for Adjacency Alan Nawzad Amin Andrew Gordon Wilson CML 34 1 0 13 Jun 2024
When Medical Imaging Met Self-Attention: A Love Story That Didn't Quite Work Out Tristan Piater Niklas Penzel Gideon Stein Joachim Denzler 39 2 0 18 Apr 2024
Explainable Online Unsupervised Anomaly Detection for Cyber-Physical Systems via Causal Discovery from Time Series Daniele Meli AI4TS 33 1 0 15 Apr 2024
Conditional Mutual Information for Disentangled Representations in Reinforcement Learning Mhairi Dunion Trevor A. McInroe K. Luck Josiah P. Hanna Stefano V. Albrecht OOD DRL 22 17 0 23 May 2023
Discovering Causal Relations and Equations from Data Gustau Camps-Valls Andreas Gerhardus Urmi Ninad Gherardo Varando Georg Martius E. Balaguer-Ballester Ricardo Vinuesa Emiliano Díaz L. Zanna Jakob Runge PINN AI4Cl AI4CE CML 49 75 0 21 May 2023
A Survey on Causal Discovery Methods for I.I.D. and Time Series Data Uzma Hasan Emam Hossain Md. Osman Gani CML AI4TS 35 24 0 27 Mar 2023
CUTS: Neural Causal Discovery from Irregular Time-Series Data Yuxiao Cheng Runzhao Yang Tingxiong Xiao Zongren Li J. Suo K. He Qionghai Dai OOD BDL AI4TS CML 26 25 0 15 Feb 2023
Sensor data-driven analysis for identification of causal relationships between exposure to air pollution and respiratory rate in asthmatics D. Arvind S. Maiya 16 1 0 16 Jan 2023
A survey of some recent developments in measures of association S. Chatterjee 19 14 0 09 Nov 2022
Composite Feature Selection using Deep Ensembles F. Imrie Alexander Norcliffe Pietro Lio M. Schaar 42 12 0 01 Nov 2022
Conditional Independence Testing via Latent Representation Learning Bao Duong T. Nguyen BDL CML 31 6 0 04 Sep 2022
DIET: Conditional independence testing with marginal dependence measures of residual information Mukund Sudarshan A. Puli Wesley Tansey Rajesh Ranganath 26 2 0 18 Aug 2022
A Causal Research Pipeline and Tutorial for Psychologists and Social Scientists M. Vowels CML 32 2 0 10 Jun 2022
Achieving Long-Term Fairness in Sequential Decision Making Yaowei Hu Lu Zhang 23 20 0 04 Apr 2022
Local permutation tests for conditional independence Ilmun Kim Matey Neykov Sivaraman Balakrishnan Larry A. Wasserman 31 27 0 22 Dec 2021
An Asymptotic Test for Conditional Independence using Analytic Kernel Embeddings M. Scetbon Laurent Meunier Yaniv Romano 28 10 0 28 Oct 2021
Data-Driven Representations for Testing Independence: Modeling, Analysis and Connection with Mutual Information Estimation Mauricio E. Gonzalez Jorge F. Silva M. Videla Marcos E. Orchard 42 10 0 27 Oct 2021
Combining Human Predictions with Model Probabilities via Confusion Matrices and Calibration Gavin Kerrigan Padhraic Smyth M. Steyvers 30 48 0 29 Sep 2021
On Azadkia-Chatterjee's conditional dependence coefficient Hongjian Shi Mathias Drton Fang Han 32 30 0 15 Aug 2021
Neural Estimators for Conditional Mutual Information Using Nearest Neighbors Sampling Sina Molavipour Germán Bassi Mikael Skoglund 22 8 0 12 Jun 2020
Discovering contemporaneous and lagged causal relations in autocorrelated nonlinear time series datasets Jakob Runge 14 180 0 07 Mar 2020
Conditional Mutual Information Neural Estimator Sina Molavipour Germán Bassi Mikael Skoglund 24 14 0 06 Nov 2019
A simple measure of conditional dependence Mona Azadkia S. Chatterjee 27 126 0 27 Oct 2019
A Bayesian nonparametric test for conditional independence Onur Teymur Sarah Filippi 32 3 0 24 Oct 2019
Conditional Independence Testing using Generative Adversarial Networks Alexis Bellot M. Schaar CML GAN 26 51 0 09 Jul 2019
The conditional permutation test for independence while controlling for confounders Thomas B. Berrett Yi Wang Rina Foygel Barber R. Samworth 38 16 0 14 Jul 2018
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
Learning non-parametric Markov networks with mutual information Janne Leppä-aho Santeri Räisänen Xiao Yang Teemu Roos 21 2 0 08 Aug 2017