Publications

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A
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, «Host and Network based Anomaly Detectors for HTTP Attacks», University of Cagliari, Cagliari (Italy), 2010. (5.95 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)
B
J. Atli Benediktsson, Kittler, J., e Roli, F., Multiple Classifier Systems, vol 5519. Reykjavik, Iceland: Springer, 2009, pag 540.
B. Biggio, Fumera, G., e Roli, F., «Multiple Classifier Systems under Attack», in 9th Int. Workshop on Multiple Classifier Systems (MCS 2010), Cairo, Egypt, 2010, vol 5997, pagg 74–83. (231.42 KB)
B. Biggio, Fumera, G., e Roli, F., «Bayesian Linear Combination of Neural Networks», in Innovations in Neural Information Paradigms and Applications, vol 247, M. Bianchini, Maggini, M., Scarselli, F., e Jain, L. C. Springer Berlin / Heidelberg, 2009, pagg 201-230. (435.32 KB)
B. Biggio, Corona, I., Fumera, G., Giacinto, G., e Roli, F., «Bagging classifiers for fighting poisoning attacks in adversarial classification tasks», in Multiple Classifier Systems (MCS 2011), 2011, vol 6713, pagg 350-359. (231.43 KB)
B. Biggio, Fumera, G., e Roli, F., «Adversarial Pattern Classification Using Multiple Classifiers and Randomisation», in 12th Joint IAPR International Workshop on Structural and Syntactic Pattern Recognition (SSPR 2008), Orlando, Florida, USA, 2008. (395.38 KB)
B. Biggio, Fumera, G., e Roli, F., «Multiple Classifier Systems for Adversarial Classification Tasks», in 8th Int. Workshop on Multiple Classifier Systems (MCS 2009), Reykjavik, Iceland, 2009, vol 5519, pagg 132-141. (459.88 KB)
B. Biggio, Fumera, G., e Roli, F., «Evade Hard Multiple Classifier Systems», in Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008), Patras, Greece, 2008. (185.01 KB)
B. Biggio, Fumera, G., e Roli, F., «Multiple Classifier Systems for Robust Classifier Design in Adversarial Environments», Journal of Machine Learning and Cybernetics, vol 1, pagg 27–41, 2010. (844.91 KB)
B. Biggio, Fumera, G., e Roli, F., «Evade Hard Multiple Classifier Systems», in Supervised and Unsupervised Ensemble Methods and Their Applications, vol 245, O. Okun e Valentini, G. Springer Berlin / Heidelberg, 2009, pagg 15-38. (562.89 KB)
C
M. Mohan Chakka, Anjos, A., Marcel, S., Tronci, R., Muntoni, D., Fadda, G., Pili, M., Sirena, N., Murgia, G., Ristori, M., e Roli, F., «Competition on Counter Measures to 2-D Facial Spoofing Attacks», in International Joint Conference on Biometrics (IJCB 2011), 2011.
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.
L. Didaci, «Dynamic Classifier Selection», Cagliari (Italy), 2005.
L. Didaci e Giacinto, G., «Dynamic Classifier Selection by Adaptive k-Nearest-Neighbourhood Rule», in 5th Int. Workshop on Multiple Classifier Systems (MCS 2004), 2004, vol 3077.
L. Didaci, Giacinto, G., Roli, F., e Marcialis, G. L., «A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation», Pattern Recognition, vol 38, pagg 2188-2191, 2005.
G
G. Giacinto, Roli, F., e Bruzzone, L., «Combination of Neural and Statistical Algorithms for Supervised Classification of Remote-Sensing Images», Pattern Recognition Letters, vol 21, pagg 385-397, 2000.
G. Giacinto e Roli, F., «Methods for Dynamic Classifier Selection», in 10th International Conference on Image Analysis and Processing, Venice, Italy, 1999, pagg 659-664.
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 e Roli, F., «A theoretical framework for dynamic classifier selection», in 15th International Conference on Pattern Recognition, Barcelona, Spain, 2000, vol 2, pagg 8-11.

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