On the Security of Machine Learning in Malware C8C Detection

Randomized Prediction Games for Adversarial Machine Learning

(2017) Samuel Rota Bulo et al.   IEEE Transactions on Neural Networks and Learning Systems

Adversarial Feature Selection Against Evasion Attacks

(2016) Fei Zhang et al.   IEEE Transactions on Cybernetics

BotGrab: A negative reputation system for botnet detection

(2015) Moosa Yahyazadeh et al.   COMPUTERS & ELECTRICAL ENGINEERING

PATTERN RECOGNITION SYSTEMS UNDER ATTACK: DESIGN ISSUES AND RESEARCH CHALLENGES

(2014) BATTISTA BIGGIO et al.   INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE

Building a Scalable System for Stealthy P2P-Botnet Detection

(2013) Junjie Zhang et al.   IEEE Transactions on Information Forensics and Security

Security Evaluation of Pattern Classifiers under Attack

(2013) Battista Biggio et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Adversarial attacks against intrusion detection systems: Taxonomy, solutions and open issues

(2013) Igino Corona et al.   INFORMATION SCIENCES

A survey on automated dynamic malware-analysis techniques and tools

(2012) Manuel Egele et al.   ACM COMPUTING SURVEYS

Early Detection of Malicious Flux Networks via Large-Scale Passive DNS Traffic Analysis

(2012) Roberto Perdisci et al.   IEEE Transactions on Dependable and Secure Computing

The security of machine learning

(2010) Marco Barreno et al.   MACHINE LEARNING

Multiple classifier systems for robust classifier design in adversarial environments

(2010) Battista Biggio et al.   International Journal of Machine Learning and Cybernetics