Publications

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2014
I. Corona, D. Maiorca, D. Ariu, and G. Giacinto, Lux0R: Detection of Malicious PDF-embedded JavaScript code through Discriminant Analysis of API References, in To appear in the Proceedings of the 7th ACM Workshop on Artificial Intelligence and Security, Scottdale, Arizona, USA, 2014. (455.14 KB)
2013
B. Biggio, I. Pillai, S. Rota Bulò, D. Ariu, M. Pelillo, and F. Roli, Is Data Clustering in Adversarial Settings Secure?, in AISec'13: Proceedings of the 2013 ACM Workshop on Artificial Intelligence and Security, Berlin, 2013, pp. 87-98. (300.52 KB)
D. Ariu, I. Corona, R. Tronci, and G. Giacinto, Machine Learning in Security Applications, in Machine Learning, Software Engineering and Standardization, P. Perner ibai-publishing, 2013.
R. Perdisci, D. Ariu, and G. Giacinto, Scalable Fine-Grained Behavioral Clustering of HTTP-Based Malware, Computer Networks - Special Issue on Botnet Activity: Analysis, Detection and Shutdown, vol. 57, pp. 487-500, 2013. (797.8 KB)
2011
D. Ariu, R. Tronci, and G. Giacinto, HMMpayl: An Intrusion Detection System Based On Hidden Markov Models, Computers & Security, vol. 30, pp. 221 - 241, 2011. (1.88 MB)
D. Ariu, G. Giacinto, and F. Roli, Machine Learning in Computer Forensics (and the Lessons Learned from Machine Learning in Computer Security), in AISec 2011: 4th ACM Workshop on Artificial Intelligence and Security, Chicago, IL, USA, 2011. (379.05 KB)
D. Ariu and G. Giacinto, A modular architecture for the analysis of HTTP payloads based on Multiple Classifiers, in 10th Int. Workshop on Multiple Classifier Systems (MCS 2011), Naples, Italy, 2011. (244.9 KB)
2010
D. Ariu and G. Giacinto, HMMPayl: an application of HMM to the analysis of the HTTP Payload, in Workshop on Applications of Pattern Analysis, 2010. (273.18 KB)
D. Ariu, Host and Network based Anomaly Detectors for HTTP Attacks, University of Cagliari, 2010. (5.95 MB)
2008
D. Ariu, I. Corona, G. Giacinto, and F. Roli, McPAD and HMMWeb: two different approaches for the detection of attacks against Web applications, in Italian Workshop on Privacy and Security (PRISE), Rome, 2008. (309.2 KB)
2007
D. Ariu, I. Corona, G. Giacinto, R. Perdisci, and F. Roli, Intrusion Detection Systems based on anomaly detection techniques, in Italian Workshop on Privacy and Security (PRISE), Rome, 2007.
D. Ariu, G. Giacinto, and R. Perdisci, Sensing attacks in Computers Network with Hidden Markov Models, in Machine Learning and Data Mining in Pattern Recognition, MLDM 2007, Leipzig, 2007, vol. 4571, pp. 449-463. (315.94 KB)