Marta Catillo

AutoLog: Anomaly detection by deep autoencoding of system logs

Marta Catillo, Antonio Pecchia, Umberto Villano · Expert Systems with Applications · 2021 · 90 citations

Artificial Intelligence, Anomaly Detection, Machine Learning +8

CPS-GUARD: Intrusion detection for cyber-physical systems and IoT devices using outlier-aware deep autoencoders

Marta Catillo, Antonio Pecchia, Umberto Villano · Computers & Security · 2023 · 73 citations · Full text

Anomaly Detection, Machine Learning, Intrusion Detection Methods +21

A Deep Learning Method for Lightweight and Cross-Device IoT Botnet Detection

Marta Catillo, Antonio Pecchia, Umberto Villano · Applied Sciences · 2023 · 39 citations · Full text

Engineering, Machine Learning, Iot Security +16

Transferability of machine learning models learned from public intrusion detection datasets: the CICIDS2017 case study

Marta Catillo, Andrea Del Vecchio, Antonio Pecchia et al. · Software Quality Journal · 2022 · 36 citations

Engineering, Machine Learning, Data Science +14

Demystifying the role of public intrusion datasets: A replication study of DoS network traffic data

Marta Catillo, Antonio Pecchia, Massimiliano Rak et al. · Computers & Security · 2021 · 25 citations

Ddos Detection, Engineering, Data Science +15