Publications
, “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)
(231.43 KB), “Classifier Selection Approaches for Multi-label Problems”, in 10th Int. Workshop on Multiple Classifier Systems (MCS 2011), Naples, 2011. (282.8 KB)
(282.8 KB), “Competition on Counter Measures to 2-D Facial Spoofing Attacks”, in International Joint Conference on Biometrics (IJCB 2011), 2011.
, “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.
, “HMMpayl: An Intrusion Detection System Based On Hidden Markov Models”, Computers & Security, vol. 30, pp. 221 - 241, 2011. (1.88 MB)
(1.88 MB), “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)
(379.05 KB), “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)
(244.9 KB), “HMMPayl: an application of HMM to the analysis of the HTTP Payload”, in Workshop on Applications of Pattern Analysis, 2010. (273.18 KB)
(273.18 KB), “Host and Network based Anomaly Detectors for HTTP Attacks”, University of Cagliari, Cagliari (Italy), 2010. (5.95 MB)
(5.95 MB), “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)
(844.91 KB), “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)
(231.42 KB), “Bayesian Linear Combination of Neural Networks”, in Innovations in Neural Information Paradigms and Applications, vol. 247, Springer Berlin / Heidelberg, 2009, pp. 201-230. (435.32 KB)
(435.32 KB), “Designing multiple biometric systems: measures of ensemble effectiveness”, Engineering Applications of Artificial Intelligence, vol. 22, pp. 66-78, 2009.
, “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.
, “Evade Hard Multiple Classifier Systems”, in Supervised and Unsupervised Ensemble Methods and Their Applications, vol. 245, Springer Berlin / Heidelberg, 2009, pp. 15-38. (562.89 KB)
(562.89 KB), “McPAD: A Multiple Classifier System for Accurate Payload-based Anomaly Detection”, Computer Networks, vol. 53, pp. 864-881, 2009. (882.94 KB)
(882.94 KB), Multiple Classifier Systems, vol. 5519. Reykjavik, Iceland: Springer, 2009, p. 540.
, “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)
(459.88 KB), “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)
(395.38 KB), “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.
, “Dynamic score combination of binary experts”, in 19th International Conference on Pattern Recognition (ICPR 2008), Tampa (Florida, USA), 2008.
, “Evade Hard Multiple Classifier Systems”, in Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008), Patras, Greece, 2008. (185.01 KB)
(185.01 KB), “Intrusion detection in computer networks by a modular ensemble of one-class classifiers”, Information Fusion, vol. 9, 2008.
, “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.
, “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.
