Publications

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A
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)
F. Roli, Fumera, G., e Vernazza, G., «Analysis of Error-Reject Trade-off in Linearly Combined Classifiers», in 16th Int. Conferrence on Pattern Recognition (ICPR 2002), Québec City, Canada, 2002, pagg 120-123.
G. Fumera e Roli, F., «Analysis of error-reject trade-off in linearly combined multiple classifiers», Pattern Recognition, vol 37, pagg 1245-1265, 2004.
F. Roli e Fumera, G., «Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers», in 3rd Int. Workshop on Multiple Classifier Systems (MCS 2002), Cagliari, Italy, 2002, vol 2364, pagg 252-261.
B
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., «Bayesian Analysis of Linear Combiners», in 7th Int. Workshop on Multiple Classifier Systems (MCS 2007), Prague, Czech Republic, 2007, vol 4472, pagg 292-301. (149.24 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)
S. Raudys e Roli, F., «The Behavior Knowledge Space Fusion Method: Analysis of Generalization Error and Strategies for Performance Improvement», in 4th Int. Workshop on Multiple Classifier Systems (MCS 2003), Guildford, United Kingdom, 2003, vol 2709, pagg 55-64.
D
G. Giacinto, Roli, F., e Fumera, G., «Design of effective multiple classifier systems by clustering of classifiers», in 15th Int. Conference on Pattern Recognition (ICPR 2000), Barcelona, Spain, 2000, vol 2, pagg 160-163.
I. Corona e Giacinto, G., «Detection of server side web attacks», in Workshop on Applications of Pattern Analysis, Cumberland Lodge, London, UK, 2010. (308.33 KB)
G. Fumera, Roli, F., e Serrau, A., «Dynamics of Variance Reduction in Bagging and Other Techniques», in 6th Int. Workshop on Multiple Classifier Systems (MCS 2005), Seaside, CA, USA, 2005, 2005th ed, vol 3541, pagg 316-325.
E
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.
M. Zanda, Brown, G., Fumera, G., e Roli, F., «Ensemble Learning in Linearly Combined Classifiers via Negative Correlation», in 7th Int. Workshop on Multiple Classifier Systems (MCS 2007), Prague, Czech Republic, 2007, vol 4472, pagg 440-449.
G. Fumera e Roli, F., «Error rejection in linearly combined multiple classifiers», in Multiple Classifier Systems (MCS 2001), Robinson College, Cambridge, UK, 2001, vol 2096, pagg 329-338.
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)
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)
F. Roli, Kittler, J., Fumera, G., e Muntoni, D., «An Experimental Comparison of Classifier Fusion Rules for Multimodal Personal Identity Verification Systems», in 3rd Int. Workshop on Multiple Classifier Systems (MCS 2002), Cagliari, Italy, 2002, vol 2364, pagg 325-335.
F. Roli, Raudys, S., e Marcialis, G. L., «An experimental comparison of fixed and trained fusion rules for crisp classifiers outputs», in 3rd International Workshop on Multiple Classifiers Systems (MCS02), Cagliari (Italy), 2002, vol 2364, pagg 232-241.
I
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., «Intrusion Detection in Computer Networks by Multiple Classifier Systems», in 16th International Conference on Pattern Recognition (ICPR 2002), Quebec City, Canada, 2002, vol II, pagg 390-393.
D. Ariu, Corona, I., Giacinto, G., Perdisci, R., e Roli, F., «Intrusion Detection Systems based on anomaly detection techniques», in Italian Workshop on Privacy and Security (PRISE), Rome, 2007.
L
G. Fumera e Roli, F., «Linear Combiners for Classifier Fusion: Some Theoretical and Experimental Results», in 4th Int. Workshop on Multiple Classifier Systems (MCS 2003), Guildford, UK, 2003, vol 2709, pagg 74-83.

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