9-13 giugno 2025
Hotel Palazzo Alabardieri
Europe/Rome timezone

Exploring cooperative effects among features in explainable artificial intelligence

Not scheduled
Sala Caracciolo (Hotel Palazzo Alabardieri)

Sala Caracciolo

Hotel Palazzo Alabardieri

Via Alabardieri 38, Napoli https://www.palazzoalabardieri.it/it

Speaker

Sebastiano Stramaglia (UNIBA & INFN, Sezione di Bari)

Description

Leveraging the large body of work devoted in recent years to describe redundancy and synergy in higher order interactions among random variables, we propose an adaptive version of a well-known metric of feature importance, named Leave One Covariate Out (LOCO), to disentangle high-order effects involving a given input feature in regression problems. Applications to biological data sets will be described.

Role Professor/PI

Primary author

Sebastiano Stramaglia (UNIBA & INFN, Sezione di Bari)

Presentation Materials

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