Publications

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2013
D. Ariu, Corona, I., Tronci, R., e Giacinto, G., «Machine Learning in Security Applications», in Machine Learning, Software Engineering and Standardization, P. Perner ibai-publishing, 2013.
R. Perdisci, Ariu, D., e Giacinto, G., «Scalable Fine-Grained Behavioral Clustering of HTTP-Based Malware», Computer Networks - Special Issue on Botnet Activity: Analysis, Detection and Shutdown, vol 57, pagg 487-500, 2013. (797.8 KB)
2012
R. Perdisci, Corona, I., e Giacinto, G., «Early Detection of Malicious Flux Networks via Large-Scale Passive DNS Traffic Analysis», IEEE Transactions on Dependable and Secure Computing, vol 9, pagg 714-726, 2012. (1.37 MB)
D. Maiorca, Giacinto, G., e Corona, I., «A Pattern Recognition System for Malicious PDF Files Detection», in MLDM - International Conference on Machine Learning and Data Mining, Berlin, 2012, vol 7376, pagg 510-524. (1.74 MB)
2011
D. Ariu, Tronci, R., e Giacinto, G., «HMMpayl: An Intrusion Detection System Based On Hidden Markov Models», Computers & Security, vol 30, pagg 221 - 241, 2011. (1.88 MB)
D. Ariu, Giacinto, G., e Roli, F., «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 e Giacinto, G., «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 e Giacinto, G., «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, Cagliari (Italy), 2010. (5.95 MB)
2008
G. Giacinto, Perdisci, R., Del Rio, M., e Roli, F., «Intrusion detection in computer networks by a modular ensemble of one-class classifiers», Information Fusion, vol 9, 2008.
I. Corona, Giacinto, G., e Roli, F., «Intrusion Detection in Computer Systems using Multiple Classifer Systems», in Supervised and Unsupervised Ensemble Methods and Their Applications, O. Okun and G. Valentini., Springer-Verlag, Berlin/Heidelberg, 2008, pagg 91-114.
2007
I. Corona, Giacinto, G., e Roli, F., «Intrusion detection in computer systems as a pattern recognition task in adversarial environment: a critical review», in Workshop on Neural Information Processing Systems (NIPS), Whistler, British Columbia, Canada, 2007.
D. Ariu, Corona, I., Giacinto, G., Perdisci, R., e Roli, F., «Intrusion Detection Systems based on anomaly detection techniques», in Italian Workshop on Privacy and Security (PRISE), Rome, 2007.
D. Ariu, Giacinto, G., e Perdisci, R., «Sensing attacks in Computers Network with Hidden Markov Models», in Machine Learning and Data Mining in Pattern Recognition, MLDM 2007, Leipzig, 2007, vol 4571, pagg 449-463. (315.94 KB)
R. Perdisci, «Statistical Pattern Recognition Techniques for Intrusion Detection in Computer Networks. Challenges and Solutions.», Cagliari (Italy), 2007.
2006
R. Perdisci, Giacinto, G., e Roli, F., «Alarm clustering for intrusion detection systems in computer networks», Engineering Applications of Artificial Intelligence, vol 19, pagg 429-438, 2006.
2005
G. Giacinto, Perdisci, R., e Roli, F., «Alarm Clustering for Intrusion Detection Systems in Computer Networks», in Machine Learning and Data Mining in Pattern Recognition (MLDM 2005), Leipzig, Germany, 2005, vol 3587, pagg 184-193.
G. Giacinto, Perdisci, R., e Roli, F., «Network Intrusion Detection by Combining One-class Classifiers», in 13th International Conference on Image Analysis and Processing (ICIAP 2005), Cagliari, Italy, 2005, vol 3617, pagg 58-65.
2003
G. Giacinto, Roli, F., e Didaci, L., «Fusion of multiple classifiers for intrusion detection in computer networks», Pattern Recognition Letters, vol 24, pagg 1795-1803, 2003.
G. Giacinto, Roli, F., e Didaci, L., «A Modular Multiple Classifier System for the Detection of Intrusions in Computer Networks», in 4th Int. Workshop on Multiple Classifier Systems (MCS 2003), Guildford, United Kingdom, 2003, vol 2709, pagg 346-355.
2002
L. Didaci, Giacinto, G., e Roli, F., «Ensemble Learning for Intrusion Detection in Computer Networks», in AI*IA, Workshop on "Apprendimento automatico: metodi e applicazioni", Siena, Italy, 2002.

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