Publications

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Conference Paper
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, 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)
G. Giacinto e Roli, F., «Automatic Design of Multiple Classifier Systems by Unsupervised Learning», in 1st Int. Workshop on Machine Learning and Data Mining in Pattern Recognition, 1999, vol 1715, pagg 131-143.
R. Satta, Fumera, G., e Roli, F., «Appearance-based People Recognition by Local Dissimilarity Representations», in 14th ACM Workshop on Multimedia and Security, Coventry, United Kingdom, 2012. (441.39 KB)
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.
G. L. Marcialis, Roli, F., e Tidu, A., «Analysis of Fingerprint Pores for Vitality Detection», in Pattern Recognition (ICPR), 2010 20th International Conference on, Instanbul (Turkey), 2010.
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.
L. Didaci, Fumera, G., e Roli, F., «Analysis of Co-training Algorithm with Very Small Training Sets», in Structural, Syntactic, and Statistical Pattern Recognition, 2012, vol 7626, pagg 719-726.
P. Coli, Marcialis, G. L., e Roli, F., «Analysis and selection of features for the fingerprint vitality detection», in Joint IAPR Int. Workshop. on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR06, 2006, vol 4109, pagg 907-915.
G. Giacinto, Perdisci, R., e Roli, F., «Alarm Clustering for Intrusion Detection Systems in Computer Networks», in Machine Learning and Data Mining in Pattern Recognition (MLDM 2005), Leipzig, Germany, 2005, vol 3587, pagg 184-193.
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)
B. Kolosnjaji, Demontis, A., Biggio, B., Maiorca, D., Giacinto, G., Eckert, C., e Roli, F., «Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables», in 2018 26th European Signal Processing Conference (EUSIPCO), Rome, 2018, pagg 533-537. (674.62 KB)
G. Giacinto e Roli, F., «Adaptive Selection Of Image Classifiers», in 9th International Conference on Image Analysis and Processing, Florence, Italy, 1997, pagg 38-45.
G. Giacinto, Roli, F., e Fumera, G., «Adaptive Query Shifting for Content-Based Image Retrieval», in Int. Workshop on Machine Learning and Data Mining in Pattern Recognition (MLDM’01), 2001, vol 2123, pagg 337-346.
C. Pagano, Granger, E., Sabourin, R., Marcialis, G. L., e Roli, F., «Adaptive Classification for Person Re-Identification Driven by Change Detection», in 3rd Int. Conf. on Pattern Recognition Applications and Methods (ICPRAM 2014), 2014. (316.11 KB)
J. Armin, Thompson, B., Kijewski, P., Ariu, D., Giacinto, G., e Roli, F., «2020 Cybercrime Economic Costs: No measure No solution», in First International Workshop on Future Scenarios for Cybercrime and Cyber-terrorism, co-located with the 10th International Conference on Availability, Reliability and Security (ARES), 2015. (526.44 KB)
Book Chapter
B. Biggio, Corona, I., Nelson, B., Rubinstein, B. I. P., Maiorca, D., Fumera, G., Giacinto, G., e Roli, F., «Security Evaluation of Support Vector Machines in Adversarial Environments», in Support Vector Machines Applications, Y. Ma e Guo, G. Springer International Publishing, 2014, pagg 105-153. (687.1 KB)
R. Satta, Pala, F., Fumera, G., e Roli, F., «People search with textual queries about clothing appearance attributes», in Person Re‐Identification, Advances in Computer Vision and Pattern Recognition, S. Gong, Cristani, M., Yan, S., e Loy, C. Change Springer, 2014. (1.07 MB)
F. Roli e Giacinto, G., «Pattern Recognition for Intrusion Detection in Computer Networks», in Pattern Recognition and String Matching, D. Chen e Cheng, X. Kluwer Academic Publishers, 2002.
F. Roli, Serpico, S. B., e Vernazza, G., «Neural Networks for classification of remotely sensed images», in Fuzzy Logic and Neural Network Handbook, C. H. C. hen McGraw-Hill, 1996.
G. Fumera, Marcialis, G. L., Biggio, B., Roli, F., e Schuckers, S. C., «Multimodal Anti-Spoofing in Biometric Recognition Systems», in Handbook of Biometric Anti-Spoofing, S. Marcel, Nixon, M., e Li, S. Z. Springer, 2014, pagg 165-184. (155.83 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.
D. Ariu, Corona, I., Tronci, R., e Giacinto, G., «Machine Learning in Security Applications», in Machine Learning, Software Engineering and Standardization, P. Perner ibai-publishing, 2013.
I. Corona, Giacinto, G., e 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, pagg 91-114.
G. Giacinto e Roli, F., «Instance-Based Relevance Feedback in Image Retrieval using Dissimilarity Spaces», in Case-Based Reasoning for signals and images, P. Perner Springer, 2007.

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