Publications

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2011
Davide Ariu, Giorgio Giacinto, Fabio Roli , "Machine Learning in Computer Forensics (and the Lessons Learned from Machine Learning in Computer Security)", AISec 2011: 4th ACM Workshop on Artificial Intelligence and Security, Chicago, IL, USA, 21/10/2011. Abstract
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Davide Ariu, Giorgio Giacinto , "A modular architecture for the analysis of HTTP payloads based on Multiple Classifiers", 10th Int. Workshop on Multiple Classifier Systems (MCS 2011), Naples, Italy, 15/06/2011. Abstract
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Ignazio Pillai, Giorgio Fumera, Fabio Roli , "Classifier Selection Approaches for Multi-label Problems", 10th Int. Workshop on Multiple Classifier Systems (MCS 2011), Naples, Springer, 15/06/2011. Abstract
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Battista Biggio, Igino Corona, Giorgio Fumera, Giorgio Giacinto, Fabio Roli , "Bagging classifiers for fighting poisoning attacks in adversarial classification tasks", Multiple Classifier Systems (MCS 2011), vol. 6713: Springer-Verlag, pp. 350-359, 2011  .
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Murali Mohan Chakka, André Anjos, Sebastien Marcel, Roberto Tronci, Daniele Muntoni, Gianluca Fadda, Maurizio Pili, Nicola Sirena, Gabriele Murgia, Marco Ristori, Fabio Roli, et al., "Competition on Counter Measures to 2-D Facial Spoofing Attacks", International Joint Conference on Biometrics (IJCB 2011): IEEE Computer Society, 2011  .
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Roberto Tronci, Daniele Muntoni, Gianluca Fadda, Maurizio Pili, Nicola Sirena, Gabriele Murgia, Marco Ristori, Fabio Roli , "Fusion of multiple clues for photo-attack detection in face recognition systems", International Joint Conference on Biometrics (IJCB 2011), IEEE Computer Society (2011), 2011  . Abstract
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Davide Ariu, Roberto Tronci, Giorgio Giacinto , "HMMpayl: An Intrusion Detection System Based On Hidden Markov Models", Computers & Security, vol. 30, issue 4: Elsevier, pp. 221 - 241, 2011  . Abstract
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2010
Davide Ariu, Giorgio Giacinto , "HMMPayl: an application of HMM to the analysis of the HTTP Payload", Workshop on Applications of Pattern Analysis, 09/2010. Abstract
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Multiple Classifier Systems under Attack", 9th Int. Workshop on Multiple Classifier Systems (MCS 2010), vol. 5997, Cairo, Egypt, Springer, pp. 74--83, 07/04/2010. Abstract
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Davide Ariu , "Host and Network based Anomaly Detectors for HTTP Attacks", DIEE, Department of Electrical and Electronic Engineering, Cagliari (Italy), University of Cagliari, 2010  .
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Multiple Classifier Systems for Robust Classifier Design in Adversarial Environments", Journal of Machine Learning and Cybernetics, vol. 1, issue 1: Springer Berlin / Heidelberg, pp. 27--41, 2010  .
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2009
Battista Biggio, Giorgio Fumera, Fabio Roli , "Multiple Classifier Systems for Adversarial Classification Tasks", 8th Int. Workshop on Multiple Classifier Systems (MCS 2009), vol. 5519, Reykjavik, Iceland, Springer, pp. 132-141, 10/06/2009. Abstract
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Bayesian Linear Combination of Neural Networks", Innovations in Neural Information Paradigms and Applications, vol. 247: Springer Berlin / Heidelberg, pp. 201-230, 2009  .
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Roberto Tronci, Giorgio Giacinto, Fabio Roli , "Designing multiple biometric systems: measures of ensemble effectiveness", Engineering Applications of Artificial Intelligence, vol. 22: Elsevier, pp. 66-78, 2009  . Abstract
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Roberto Tronci, Giorgio Giacinto, Fabio Roli , "Dynamic Score Combination: A Supervised and Unsupervised Score Combination Method", Machine Learning and Data Mining in Pattern Recognition (MLDM 2009), vol. 5632, Leipzig, Germany, Springer , pp. 163-177, 2009  . Abstract
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Evade Hard Multiple Classifier Systems", Supervised and Unsupervised Ensemble Methods and Their Applications, vol. 245: Springer Berlin / Heidelberg, pp. 15-38, 2009  .
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Jon Atli Benediktsson, Josef Kittler, Fabio Roli , "Multiple Classifier Systems", Lecture Notes in Computer Science, vol. 5519, no. LNCS, Reykjavik, Iceland, Springer, pp. 540, 2009  .
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Roberto Perdisci, Davide Ariu, P. Fogla, Giorgio Giacinto, W. Lee , "McPAD: A Multiple Classifier System for Accurate Payload-based Anomaly Detection", Computer Networks, vol. 53, pp. 864-881, 2009  . Abstract
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2008
Battista Biggio, Giorgio Fumera, Fabio Roli , "Evade Hard Multiple Classifier Systems", Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008), Patras, Greece, 21/07/2008.
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Roberto Tronci, Giorgio Giacinto, Fabio Roli , "Dynamic score combination of binary experts", 19th International Conference on Pattern Recognition (ICPR 2008), Tampa (Florida, USA), IEEE Computer Society Press, 08/12/2008. Abstract
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Adversarial Pattern Classification Using Multiple Classifiers and Randomisation", 12th Joint IAPR International Workshop on Structural and Syntactic Pattern Recognition (SSPR 2008), Orlando, Florida, USA, Springer-Verlag, 04/12/2008.
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Roberto Tronci, Giorgio Giacinto, Fabio Roli , "Combination of experts by classifiers in similarity score spaces", Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, vol. 5342, Orlando (Florida, USA), Springer-Verlag, pp. 821-830, 2008  . Abstract
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Igino Corona, Giorgio Giacinto, Fabio Roli , "Intrusion Detection in Computer Systems using Multiple Classifer Systems", Supervised and Unsupervised Ensemble Methods and Their Applications, O. Okun and G. Valentini, no. 126: Springer-Verlag, Berlin/Heidelberg , pp. 91-114, 2008  .
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Giorgio Giacinto, Roberto Perdisci, Mauro Del Rio, Fabio Roli , "Intrusion detection in computer networks by a modular ensemble of one-class classifiers", Information Fusion, vol. 9, issue 1: Elsevier, 2008  .
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2007
Roberto Tronci, Giorgio Giacinto, Fabio Roli , "Index Driven Combination of Multiple Biometric Experts for AUC Maximisation", 7th International Workshop on Multiple Classifiers Systems MCS 2007, vol. 4472, Prague (Czech Republic), Springer-Verlang, pp. 357-366, 23/05/2007. Abstract
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