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cs.IT2025
Information-theoretic signatures of causality in Bayesian networks and hypergraphs
Sung En Chiang, Zhaolu Liu, Robert L. Peach +1
Analyzing causality in multivariate systems involves establishing how information is generated, distributed and combined. Traditional causal discovery frameworks are capable of mul…
cs.IT2024
Information-Theoretic Measures on Lattices for High-Order Interactions
Zhaolu Liu, Mauricio Barahona, Robert L. Peach
Traditional measures based solely on pairwise associations often fail to capture the complex statistical structure of multivariate data. Existing approaches for identifying informa…