Mattia Carletti

Interpretable Anomaly Detection with DIFFI: Depth-based feature importance of Isolation Forest

Mattia Carletti, Matteo Terzi, Gian Antonio Susto · Engineering Applications of Artificial Intelligence · 2022 · 101 citations

Computing, Data Science, Forestry +16

Explainable Machine Learning in Industry 4.0: Evaluating Feature Importance in Anomaly Detection to Enable Root Cause Analysis

Mattia Carletti, Chiara Masiero, Alessandro Beghi et al. · 2019 · 85 citations

Computing, Computer Science, Industrial Engineering +14

A deep learning approach for anomaly detection with industrial time series data: a refrigerators manufacturing case study

Mattia Carletti, Chiara Masiero, Alessandro Beghi et al. · Procedia Manufacturing · 2019 · 35 citations · Full text

Computing, Industrial Engineering, Manufacturing Engineering +17

AcME—Accelerated model-agnostic explanations: Fast whitening of the machine-learning black box

David Dandolo, Chiara Masiero, Mattia Carletti et al. · Expert Systems with Applications · 2022 · 34 citations

Computing, Computer Science, Algorithms +12

A Random Forest-based Approach for Hand Gesture Recognition with Wireless Wearable Motion Capture Sensors

Nicoló Bargellesi, Mattia Carletti, Angelo Cenedese et al. · IFAC-PapersOnLine · 2019 · 22 citations · Full text

Computing, Computer Science, Data Mining +15