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statistical dependency

12 papers

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Co-occurring keywords

statistical dependence (17) mutual information (724) information theory (491) total correlation (12) kernel methods (1097) representation learning (6206) causal inference (1630) multivariate model (2) sensory signals (1) natural sensory signals (1)

Papers

PHSIC against Random Consistency and Its Application in Causal Inference IJCAI 2024
Adjust Pearson's $r$ to Measure Arbitrary Monotone Dependence NIPS 2024
What Happens to a Dataset Transformed by a Projection-based Concept Removal Method? COLING 2024
Estimating Total Correlation with Mutual Information Estimators AISTATS 2023
Beyond Normal: On the Evaluation of Mutual Information Estimators NIPS 2023
Differentially Private Maximal Information Coefficients ICML 2022
Measuring Dependence with Matrix-based Entropy Functional AAAI 2021
Efficient Estimation of Mutual Information for Strongly Dependent Variables AISTATS 2015
From Dependency to Causality: A Machine Learning Approach JMLR 2015
Variational Bayesian Matching ACML 2012
Divisive Normalization: Justification and Effectiveness as Efficient Coding Transform NIPS 2010
Kernel Measures of Conditional Dependence NIPS 2007