Publications

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Conference Paper
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.
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. 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.
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)
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.
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.
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.
R. Tronci, Murgia, G., Pili, M., Piras, L., e Giacinto, G., «ImageHunter: a Novel Tool for Relevance Feedback in Content Based Image Retrieval», in New Challenges in Distributed Information Filtering and Retrieval. DART 2011: Revised and Invited Papers, C. Lai, Semeraro, G., e Vargiu, E. Springer, 2013. (1.98 MB)
D. Maiorca, Ariu, D., Corona, I., e Giacinto, G., «An Evasion Resilient Approach to the Detection of Malicious PDF Files», in Information Systems Security and Privacy (Communication in Computer and Information Science), vol 576, Springer, 2015, pagg 68-85. (503.11 KB)
G. L. Foresti, Giacinto, G., e Roli, F., «Detecting Dangerous Behaviors of Mobile Objects in Parking Areas», in Multisensor Surveillance Systems: The Fusion Perspective, R. G. L. C. Foresti e Varshney, P. Kluwer Academic Publishers, 2003, pagg 199-211.
F. Roli e Giacinto, G., «Design of Multiple Classifier Systems», in Hybrid Methods in Pattern Recognition, B. ;A. H. Kandel World Scientific Publishing, 2002.
G. Giacinto, Roli, F., e Vernazza, G., «Comparison and combination of statistical and Neural Network algorithms for remote-sensing image classification», in Neurocomputation in Remote Sensing Data Analysis, Springer-Verlag, 1997, pagg 117-124.

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