Publications

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A
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, 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 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)
D. Ariu, «Host and Network based Anomaly Detectors for HTTP Attacks», University of Cagliari, Cagliari (Italy), 2010. (5.95 MB)
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)
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 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, Corona, I., Tronci, R., e Giacinto, G., «Machine Learning in Security Applications», in Machine Learning, Software Engineering and Standardization, P. Perner ibai-publishing, 2013.
C
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.
I. Corona, Ariu, D., e Giacinto, G., «HMM-Web: a framework for the detection of attacks against Web applications», in IEEE ICC 2009, Dresden, Germany, 2009. (391.14 KB)
I. Corona, Giacinto, G., Mazzariello, C., Roli, F., e Sansone, C., «Information fusion for computer security: State of the art and open issues», Information Fusion, vol 10, pagg 274-284, 2009.
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.
D
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.
G
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.
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.
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.
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 e Roli, F., «Intrusion Detection in Computer Networks by Multiple Classifier Systems», in 16th International Conference on Pattern Recognition (ICPR 2002), Quebec City, Canada, 2002, vol II, pagg 390-393.
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.
M
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)
P
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.
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)
R. Perdisci, «Statistical Pattern Recognition Techniques for Intrusion Detection in Computer Networks. Challenges and Solutions.», Cagliari (Italy), 2007.
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)
R. Perdisci, Ariu, D., Fogla, P., Giacinto, G., e Lee, W., «McPAD: A Multiple Classifier System for Accurate Payload-based Anomaly Detection», Computer Networks, vol 53, pagg 864-881, 2009. (882.94 KB)

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