Publications

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Book
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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Michal Haindl, Josef Kittler, Fabio Roli , "Multiple Classifier Systems", Lecture Notes in Computer Science, vol. 4472, no. LNCS: Springer, pp. 524, 2007  .
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N.C. Oza, R. Polikar, J. Kittler, F. Roli , "Multiple Classifier Systems", Lecture Notes in Computer Science, vol. 3541: Springer-Verlag, 2005  .
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F. Roli, J. Kittler, T. Windeatt , "Multiple Classifier Systems", Lecture Notes in Computer Science, vol. 3077: Springer-Verlag, 2004  .
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T. Windeatt, F. Roli , "Multiple Classifier Systems", Lecture Notes in Computer Science, vol. 2709: Springer-Verlag, 2003  .
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F. Roli, J. Kittler, T. Windeatt , "Multiple Classifier Systems", Lecture Notes in Computer Science, vol. 2364: Springer-Verlag, 2002  .
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J. Kittler, F. Roli , "Multiple Classifier Systems", Lecture Notes in Computer Science, vol. 2096: Springer-Verlag, 2001  .
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J. Kittler, F. Roli , "Multiple Classifier Systems", Lecture Notes in Computer Science, vol. 1857: Springer-Verlag, 2000  .
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Book Chapter
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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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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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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Fabio Roli, Giorgio Giacinto , "Design of Multiple Classifier Systems", Hybrid Methods in Pattern Recognition: World Scientific Publishing, 2002  .
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Giorgio Giacinto, Fabio Roli, Gianni Vernazza , "Comparison and combination of statistical and Neural Network algorithms for remote-sensing image classification", Neurocomputation in Remote Sensing Data Analysis: Springer-Verlag, pp. 117-124, 1997  .
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Journal Article
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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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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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 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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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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Luca Didaci, Giorgio Giacinto, Fabio Roli, Gian Luca Marcialis , "A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation", Pattern Recognition, vol. 38, issue 11, pp. 2188-2191, 11/2005.
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Giorgio Giacinto, Fabio Roli, Luca Didaci , "Fusion of multiple classifiers for intrusion detection in computer networks", Pattern Recognition Letters, vol. 24, issue 12: Elsevier, pp. 1795-1803, 2003  .
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Giorgio Giacinto, Fabio Roli , "An Approach to the Automatic Design of Multiple Classifier Systems", Pattern Recognition Letters, vol. 22, issue 1, pp. 25-33, 2001  .
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Giorgio Giacinto, Fabio Roli , "Design of effective neural network ensembles for image classification", Image and Vision Computing Journal, vol. 19, issue 9-10, pp. 697-705, 2001  .
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Giorgio Giacinto, Fabio Roli , "Dynamic Classifier Selection Based on Multiple Classifier Behaviour", Pattern Recognition, vol. 34, issue 9, pp. 179-181, 2001  .
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Giorgio Giacinto, Fabio Roli, L. Bruzzone , "Combination of Neural and Statistical Algorithms for Supervised Classification of Remote-Sensing Images", Pattern Recognition Letters, vol. 21, issue 5, pp. 385-397, 2000  .
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Giorgio Giacinto, Fabio Roli, Giorgio Fumera , "Selection of image classifiers", Electronics Letters, vol. 36, issue 5, pp. 420-422, 03/2000. Abstract
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