Publications

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2012
L. Piras e Giacinto, G., «Synthetic Pattern Generation for Imbalanced Learning in Image Retrieval», Pattern Recognition Letters, vol 33, pag 7, 2012. (236.64 KB)
2011
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)
L. Piras e Giacinto, G., «Dissimilarity representation in multi-feature spaces for image retrieval», in 16th Int. Conference on Image Analysis and Processing (ICIAP), Ravenna, Italy, 2011. (252.22 KB)
D. Ariu, Tronci, R., e Giacinto, G., «HMMpayl: An Intrusion Detection System Based On Hidden Markov Models», Computers & Security, vol 30, pagg 221 - 241, 2011. (1.88 MB)
R. Tronci, Murgia, G., Pili, M., Piras, L., e Giacinto, G., «ImageHunter: a novel tool for Relevance Feedback in Content Based Image Retrieval», in 5th International Workshop on New Challenges in Distributed Information Filtering and Retrieval (DART), Palermo, Italy, 2011. (1.31 MB)
D. Ariu, Giacinto, G., e 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 e 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)
R. Tronci, Piras, L., Falqui, L., e Giacinto, G., «A study on the evaluation of relevance feedback in multi-tagged image datasets», in 7th IEEE International Workshop on Multimedia Information Processing and Retrieval, California, USA, 2011. (259.03 KB)
2010
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)
C. Lobrano, Tronci, R., Giacinto, G., e Roli, F., «Dynamic Linear Combination of Two-Class Classifiers», in Lecture Notes in Computer Science, 2010, vol 6218, pagg 473-482.
D. Ariu e 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 e 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, pagg 1-16.
C. Lobrano, Tronci, R., Giacinto, G., e Roli, F., «A Score Decidability Index for Dynamic Score Combination», in Pattern Recognition, International Conference on, Los Alamitos, CA, USA, 2010, pagg 69-72.
L. Piras e Giacinto, G., «Unbalanced learning in Content-Based Image Classification and Retrieval», in IEEE International Conference on Multimedia & Expo (ICME), Singapore, 2010. (177.33 KB)
2009
R. Tronci, Giacinto, G., e Roli, F., «Designing multiple biometric systems: measures of ensemble effectiveness», Engineering Applications of Artificial Intelligence, vol 22, pagg 66-78, 2009.
R. Tronci, Giacinto, G., e 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, pagg 163-177.
I. Corona, Ariu, D., e 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., e Sansone, C., «Information fusion for computer security: State of the art and open issues», Information Fusion, vol 10, pagg 274-284, 2009.
R. Perdisci, Ariu, D., Fogla, P., Giacinto, G., e Lee, W., «McPAD: A Multiple Classifier System for Accurate Payload-based Anomaly Detection», Computer Networks, vol 53, pagg 864-881, 2009. (882.94 KB)
L. Piras e 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, pagg 238-241. (181.68 KB)
A. Gambardella, Giacinto, G., Migliaccio, M., e Montali, A., «One-class classification for oil spill detection», Pattern Analysis and Applications, 2009.
2008
R. Tronci, Giacinto, G., e 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, pagg 821-830.
R. Tronci, Giacinto, G., e 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., e Roli, F., «Intrusion detection in computer networks by a modular ensemble of one-class classifiers», Information Fusion, vol 9, 2008.

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