A Methodology for Evaluating the Robustness of Anomaly Detectors to Adversarial Attacks in Industrial Scenarios

Author:

Perales Gomez Angel Luis1ORCID,Maimo Lorenzo Fernandez1ORCID,Clemente Felix J. Garcia1ORCID,Morales Javier Alejandro Maroto2ORCID,Celdran Alberto Huertas3ORCID,Bovet Gerome4ORCID

Affiliation:

1. Departamento de Ingeniería y Tecnología de Computadores, University of Murcia, Espinardo, Murcia, Spain

2. École polytechnique fédérale de Lausanne, Lausanne, Switzerland

3. Department of Informatics (IfI), Communication Systems Group CSG, University of Zurich, Zürich, Switzerland

4. Cyber-Defence Campus within armasuisse Science & Technology, Thun, Switzerland

Funder

Spanish Ministry of Science, Innovation and Universities, State Research Agency, FEDER funds

Swiss Federal Office for Defense Procurement

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Engineering,General Materials Science,General Computer Science,Electrical and Electronic Engineering

Reference32 articles.

1. A nonlinear support vector machine‐based feature selection approach for fault detection and diagnosis: Application to the Tennessee Eastman process

2. Issues and advances in anomaly detection evaluation for joint human-automated systems;rieth;Proc Int Conf Appl Hum Factors Ergonom,2017

3. MADICS: A Methodology for Anomaly Detection in Industrial Control Systems

4. Imperceptible adversarial attacks on tabular data;ballet;Proc NIPS Workshop Robust AI Financial Services Data Fairness Explainability Trustworthiness Privacy (Robust AI FS),2019

5. Intriguing Properties of Adversarial ML Attacks in the Problem Space

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