Publications

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2007
I. Corona, Giacinto, G., and Roli, F., “Intrusion detection in computer systems as a pattern recognition task in adversarial environment: a critical review”, in Workshop on Neural Information Processing Systems (NIPS), Whistler, British Columbia, Canada, 2007.
D. Ariu, Corona, I., Giacinto, G., Perdisci, R., and Roli, F., “Intrusion Detection Systems based on anomaly detection techniques”, in Italian Workshop on Privacy and Security (PRISE), Rome, 2007.
G. Giacinto, “A Nearest-Neighbor Approach to Relevance Feedback in Content Based Image Retrieval”, in 6th ACM international conference on Image and video retrieval (CIVR'07), Amsterdam, 2007, pp. 456-463.
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.
D. Ariu, Giacinto, G., and Perdisci, R., “Sensing attacks in Computers Network with Hidden Markov Models”, in Machine Learning and Data Mining in Pattern Recognition, MLDM 2007, Leipzig, 2007, vol. 4571, pp. 449-463. (315.94 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.
A. Gambardella, Giacinto, G., and Migliaccio, M., “On the Mathematical Formulation of the SAR Oil-Spill Observation Problem”, in IEEE International Geoscience and Remote Sensing Symposium, 2008. IGARSS 2008, 2008, vol. 3, p. III -1382-III -1385.
D. Ariu, Corona, I., Giacinto, G., and Roli, F., “McPAD and HMMWeb: two different approaches for the detection of attacks against Web applications”, in Italian Workshop on Privacy and Security (PRISE), Rome, 2008. (309.2 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.
I. Corona, Ariu, D., and Giacinto, G., “HMM-Web: a framework for the detection of attacks against Web applications”, in IEEE ICC 2009, Dresden, Germany, 2009. (391.14 KB)
I. Corona, Giacinto, G., Mazzariello, C., Roli, F., and Sansone, C., “Information fusion for computer security: State of the art and open issues”, Information Fusion, vol. 10, pp. 274-284, 2009.
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)
L. Piras and Giacinto, G., “Neighborhood-Based Feature Weighting for Relevance Feedback in Content-Based Retrieval”, in 10th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), London, United Kingdom, 2009, pp. 238-241. (181.68 KB)
A. Gambardella, Giacinto, G., Migliaccio, M., and Montali, A., “One-class classification for oil spill detection”, Pattern Analysis and Applications, 2009.
2010
I. Corona and Giacinto, G., “Detection of server side web attacks”, in Workshop on Applications of Pattern Analysis, Cumberland Lodge, London, UK, 2010. (308.33 KB)
C. Lobrano, Tronci, R., Giacinto, G., and Roli, F., “Dynamic Linear Combination of Two-Class Classifiers”, in Lecture Notes in Computer Science, 2010, vol. 6218, pp. 473-482.
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)
L. Piras and Giacinto, G., “K-Nearest Neighbors Directed Synthetic Images Injection”, in 11th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), Desenzano del Garda, Italy, 2010. (167.12 KB)
G. Giacinto, “Moving Targets - When Data Classes Depend on Subjective Judgement, or They Are Crafted by an Adversary to Mislead Pattern Analysis Algorithms - The Cases of Content Based Image Retrieval and Adversarial Classification”, in Advances in Data Mining. Applications and Theoretical Aspects, vol. LNCS 6171, P. Perner Springer-Verlag, 2010, pp. 1-16.
C. Lobrano, Tronci, R., Giacinto, G., and Roli, F., “A Score Decidability Index for Dynamic Score Combination”, in Pattern Recognition, International Conference on, Los Alamitos, CA, USA, 2010, pp. 69-72.
L. Piras and Giacinto, G., “Unbalanced learning in Content-Based Image Classification and Retrieval”, in IEEE International Conference on Multimedia & Expo (ICME), Singapore, 2010. (177.33 KB)

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