Publications

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2011
B. Biggio, Corona, I., Fumera, G., Giacinto, G., and Roli, F., Bagging classifiers for fighting poisoning attacks in adversarial classification tasks, in Multiple Classifier Systems (MCS 2011), 2011, vol. 6713, pp. 350-359. (231.43 KB)
I. Pillai, Fumera, G., and Roli, F., Classifier Selection Approaches for Multi-label Problems, in 10th Int. Workshop on Multiple Classifier Systems (MCS 2011), Naples, 2011. (282.8 KB)
M. Mohan Chakka, Anjos, A., Marcel, S., Tronci, R., Muntoni, D., Fadda, G., Pili, M., Sirena, N., Murgia, G., Ristori, M., and Roli, F., Competition on Counter Measures to 2-D Facial Spoofing Attacks, in International Joint Conference on Biometrics (IJCB 2011), 2011.
R. Tronci, Muntoni, D., Fadda, G., Pili, M., Sirena, N., Murgia, G., Ristori, M., and Roli, F., Fusion of multiple clues for photo-attack detection in face recognition systems, in International Joint Conference on Biometrics (IJCB 2011), IEEE Computer Society (2011), 2011.
D. Ariu, Tronci, R., and Giacinto, G., HMMpayl: An Intrusion Detection System Based On Hidden Markov Models, Computers & Security, vol. 30, pp. 221 - 241, 2011. (1.88 MB)
D. Ariu, Giacinto, G., and 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 and 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 and 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)
B. Biggio, Fumera, G., and Roli, F., Multiple Classifier Systems for Robust Classifier Design in Adversarial Environments, Journal of Machine Learning and Cybernetics, vol. 1, pp. 27–41, 2010. (844.91 KB)
B. Biggio, Fumera, G., and Roli, F., Multiple Classifier Systems under Attack, in 9th Int. Workshop on Multiple Classifier Systems (MCS 2010), Cairo, Egypt, 2010, vol. 5997, pp. 74–83. (231.42 KB)
2009
B. Biggio, Fumera, G., and Roli, F., Bayesian Linear Combination of Neural Networks, in Innovations in Neural Information Paradigms and Applications, vol. 247, M. Bianchini, Maggini, M., Scarselli, F., and Jain, L. C. Springer Berlin / Heidelberg, 2009, pp. 201-230. (435.32 KB)
R. Tronci, Giacinto, G., and Roli, F., Designing multiple biometric systems: measures of ensemble effectiveness, Engineering Applications of Artificial Intelligence, vol. 22, pp. 66-78, 2009.
R. Tronci, Giacinto, G., and Roli, F., Dynamic Score Combination: A Supervised and Unsupervised Score Combination Method, in Machine Learning and Data Mining in Pattern Recognition (MLDM 2009), Leipzig, Germany, 2009, vol. 5632, pp. 163-177.
B. Biggio, Fumera, G., and Roli, F., Evade Hard Multiple Classifier Systems, in Supervised and Unsupervised Ensemble Methods and Their Applications, vol. 245, O. Okun and Valentini, G. Springer Berlin / Heidelberg, 2009, pp. 15-38. (562.89 KB)
R. Perdisci, Ariu, D., Fogla, P., Giacinto, G., and Lee, W., McPAD: A Multiple Classifier System for Accurate Payload-based Anomaly Detection, Computer Networks, vol. 53, pp. 864-881, 2009. (882.94 KB)
J. Atli Benediktsson, Kittler, J., and Roli, F., Multiple Classifier Systems, vol. 5519. Reykjavik, Iceland: Springer, 2009, p. 540.
B. Biggio, Fumera, G., and Roli, F., Multiple Classifier Systems for Adversarial Classification Tasks, in 8th Int. Workshop on Multiple Classifier Systems (MCS 2009), Reykjavik, Iceland, 2009, vol. 5519, pp. 132-141. (459.88 KB)
2008
B. Biggio, Fumera, G., and 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)
R. Tronci, Giacinto, G., and Roli, F., Combination of experts by classifiers in similarity score spaces, in Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, Orlando (Florida, USA), 2008, vol. 5342, pp. 821-830.
R. Tronci, Giacinto, G., and Roli, F., Dynamic score combination of binary experts, in 19th International Conference on Pattern Recognition (ICPR 2008), Tampa (Florida, USA), 2008.
B. Biggio, Fumera, G., and 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)
G. Giacinto, Perdisci, R., Del Rio, M., and Roli, F., Intrusion detection in computer networks by a modular ensemble of one-class classifiers, Information Fusion, vol. 9, 2008.
I. Corona, Giacinto, G., and 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, pp. 91-114.
2007
R. Tronci, Giacinto, G., and Roli, F., Dynamic Score Selection for Fusion of Multiple Biometric Matchers, in 14th IEEE International Conference on Image Analysis and Processing ICIAP 2007, Modena, Italy, 2007, pp. 15-20.

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