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physics.data-an2025
Assessing high-order effects in feature importance via predictability decomposition
Marlis Ontivero-Ortega, Luca Faes, Jesus M Cortes +2
Leveraging the large body of work devoted in recent years to describe redundancy and synergy in multivariate interactions among random variables, we propose a novel approach to qua…
physics.data-an2024
Disentangling high order effects in the transfer entropy
Sebastiano Stramaglia, Luca Faes, Jesus M. Cortes +1
Transfer Entropy (TE), the primary method for determining directed information flow within a network system, can exhibit bias - either in deficiency or excess - during both pairwis…