An Efficient Search-and-Score Algorithm for Ancestral Graphs using Multivariate Information Scores for Complex Non-linear and Categorical Data

Nikita Lagrange; Herve Isambert

2025 ICML ICML 2025

An Efficient Search-and-Score Algorithm for Ancestral Graphs using Multivariate Information Scores for Complex Non-linear and Categorical Data

Abstract

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Authors

Nikita Lagrange, Herve Isambert

Topics

Knowledge & Reasoning > Representation > Knowledge Graphs Knowledge & Reasoning > Reasoning > Causal Inference

Keywords

latent variable ancestral graph ac-connected subset bidirected edges collider paths multivariate information scores

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