Interpretable Anomaly Detection with DIFFI: Depth-based Isolation Forest
Feature Importance

Interpretable Anomaly Detection with DIFFI: Depth-based Isolation Forest Feature Importance

21 July 2020

Mattia Carletti

Gian Antonio Susto

Papers citing "Interpretable Anomaly Detection with DIFFI: Depth-based Isolation Forest Feature Importance"

11 / 11 papers shown

Title
Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Matteo Ceschin Leonardo Arrighi Luca Longo Sylvio Barbon Junior 19 0 0 06 May 2025
DTOR: Decision Tree Outlier Regressor to explain anomalies Riccardo Crupi D. Regoli Alessandro Sabatino Immacolata Marano Massimiliano Brinis Luca Albertazzi Andrea Cirillo A. Cosentini 21 1 0 16 Mar 2024
AcME-AD: Accelerated Model Explanations for Anomaly Detection Valentina Zaccaria David Dandolo Chiara Masiero Gian Antonio Susto 35 2 0 02 Mar 2024
Explainable Predictive Maintenance: A Survey of Current Methods, Challenges and Opportunities Logan Cummins Alexander Sommers Somayeh Bakhtiari Ramezani Sudip Mittal Joseph E. Jabour Maria Seale Shahram Rahimi 32 21 0 15 Jan 2024
Anomaly component analysis Romain Valla Pavlo Mozharovskyi Florence dÁlché-Buc 19 0 0 26 Dec 2023
Transparent Anomaly Detection via Concept-based Explanations Laya Rafiee Sevyeri Ivaxi Sheth Farhood Farahnak Samira Ebrahimi Kahou S. Enger 19 4 0 16 Oct 2023
A Survey on Explainable Artificial Intelligence for Cybersecurity Gaith Rjoub Jamal Bentahar Omar Abdel Wahab R. Mizouni Alyssa Song Robin Cohen Hadi Otrok Azzam Mourad 13 27 0 07 Mar 2023
AcME -- Accelerated Model-agnostic Explanations: Fast Whitening of the Machine-Learning Black Box David Dandolo Chiara Masiero Mattia Carletti Davide Dalle Pezze Gian Antonio Susto FAtt LRM 24 22 0 23 Dec 2021
Why Are You Weird? Infusing Interpretability in Isolation Forest for Anomaly Detection Nirmal Sobha Kartha Clément Gautrais Vincent Vercruyssen 11 6 0 13 Dec 2021
An Explainable Artificial Intelligence Approach for Unsupervised Fault Detection and Diagnosis in Rotating Machinery L. Brito Gian Antonio Susto J. N. Brito M. Duarte 26 180 0 23 Feb 2021
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 251 3,683 0 28 Feb 2017