Bridging the gap: advancing the transparency and trustworthiness of network intrusion detection with explainable AI

Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI

Alejandro Barredo Arrieta, Natalia Díaz-Rodríguez, Javier Del Ser et al. · Information Fusion · 2019 · 8.1K citations · Full text

Artificial Intelligence, Cognitive Science, Engineering +9

A detailed analysis of the KDD CUP 99 data set

Mahbod Tavallaee, Ebrahim Bagheri, Wei Lu et al. · 2009 · 4.6K citations

Anomaly Detection, Engineering, Information Security +25

UNSW-NB15: a comprehensive data set for network intrusion detection systems (UNSW-NB15 network data set)

Nour Moustafa, Jill Slay · 2015 · 3.3K citations

Engineering, Information Security, Data Science +19

Deep Learning Approach for Intelligent Intrusion Detection System

R. Vinayakumar, Mamoun Alazab, K. P. Soman et al. · IEEE Access · 2019 · 1.7K citations · Full text

Anomaly Detection, Machine Learning, Engineering +16

Machine Learning Interpretability: A Survey on Methods and Metrics

Diogo V. Carvalho, Eduardo M. Pereira, Jaime S. Cardoso · Electronics · 2019 · 1.7K citations · Full text

Artificial Intelligence, Explanation Quality, Machine Learning +18