2 citations · 2 across the 12 of their papers we have counts for
3 papers · 1 filter
Explainable Condition Monitoring via Probabilistic Anomaly Detection Applied to Helicopter Transmissions
Aurelio Raffa Ugolini, Jessica Leoni, Valentina Breschi +4
We present a novel Explainable methodology for Condition Monitoring, relying on healthy data only. Since faults are rare events, we propose to focus on learning the probability dis…
CoCoAFusE: Beyond Mixtures of Experts via Model Fusion
Aurelio Raffa Ugolini, Mara Tanelli, Valentina Breschi
Many learning problems involve multiple patterns and varying degrees of uncertainty dependent on the covariates. Advances in Deep Learning (DL) have addressed these issues by learn…
Explainable data-driven modeling via mixture of experts: towards effective blending of grey and black-box models
Jessica Leoni, Valentina Breschi, Simone Formentin +1
Traditional models grounded in first principles often struggle with accuracy as the system's complexity increases. Conversely, machine learning approaches, while powerful, face cha…