Publications

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Filters: Keyword is mcs00 and Author is Giorgio Giacinto  [Clear All Filters]
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)
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)
2009
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.
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)
2008
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.
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.
R. Tronci, Giacinto, G., and Roli, F., Index Driven Combination of Multiple Biometric Experts for AUC Maximisation, in 7th International Workshop on Multiple Classifiers Systems MCS 2007, Prague (Czech Republic), 2007, vol. 4472, pp. 357-366.
R. Tronci, Giacinto, G., and Roli, F., Selection of experts for the design of multiple biometric systems, in Machine Learning and Data Mining in Pattern Recognition, MLDM 2007, Leipzig, 2007, vol. 4571, pp. 795-809.
2005
G. Giacinto, Perdisci, R., and Roli, F., Network Intrusion Detection by Combining One-class Classifiers, in 13th International Conference on Image Analysis and Processing (ICIAP 2005), Cagliari, Italy, 2005, vol. 3617, pp. 58-65.
G. Giacinto, Roli, F., and Tronci, R., Score Selection Techniques for Fingerprint Multi-modal Biometric Authentication, in 13th International Conference on Image Analysis and Processing (ICIAP 2005), Cagliari (Italy), 2005, vol. 3617, pp. 1018-1025.
L. Didaci, Giacinto, G., Roli, F., and Marcialis, G. L., A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation, Pattern Recognition, vol. 38, pp. 2188-2191, 2005.
2004
L. Didaci and Giacinto, G., Dynamic Classifier Selection by Adaptive k-Nearest-Neighbourhood Rule, in 5th Int. Workshop on Multiple Classifier Systems (MCS 2004), 2004, vol. 3077.
2003
G. Giacinto, Roli, F., and Didaci, L., A Modular Multiple Classifier System for the Detection of Intrusions in Computer Networks, in 4th Int. Workshop on Multiple Classifier Systems (MCS 2003), Guildford, United Kingdom, 2003, vol. 2709, pp. 346-355.
2002
F. Roli and Giacinto, G., Design of Multiple Classifier Systems, in Hybrid Methods in Pattern Recognition, B. ;A. H. Kandel World Scientific Publishing, 2002.
L. Didaci, Giacinto, G., and Roli, F., Ensemble Learning for Intrusion Detection in Computer Networks, in AI*IA, Workshop on "Apprendimento automatico: metodi e applicazioni", Siena, Italy, 2002.
G. Giacinto and 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, pp. 390-393.
2001
G. Giacinto and Roli, F., An Approach to the Automatic Design of Multiple Classifier Systems, Pattern Recognition Letters, vol. 22, pp. 25-33, 2001.
F. Roli, Giacinto, G., and Serpico, S. B., Classifier Fusion for Multisensor Image Recognition, in Image and Signal Processing for Remote Sensing VI, 2001, Sebastiano B. Serpico., vol. 4170, pp. 103-110.

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