Publications

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Conference Paper
G. Giacinto, Perdisci, R., and 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, pp. 184-193.
B. Kolosnjaji, Demontis, A., Biggio, B., Maiorca, D., Giacinto, G., Eckert, C., and Roli, F., “Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables”, in 2018 26th European Signal Processing Conference (EUSIPCO), Rome, 2018, pp. 533-537. (674.62 KB)
G. Giacinto and Roli, F., “Adaptive Selection Of Image Classifiers”, in 9th International Conference on Image Analysis and Processing, Florence, Italy, 1997, pp. 38-45.
G. Giacinto, Roli, F., and 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, pp. 337-346.
J. Armin, Thompson, B., Kijewski, P., Ariu, D., Giacinto, G., and 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., and Roli, F., “Security Evaluation of Support Vector Machines in Adversarial Environments”, in Support Vector Machines Applications, Y. Ma and Guo, G. Springer International Publishing, 2014, pp. 105-153. (687.1 KB)
F. Roli and Giacinto, G., “Pattern Recognition for Intrusion Detection in Computer Networks”, in Pattern Recognition and String Matching, D. Chen and 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, pp. 1-16.
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.
G. Giacinto and 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., and 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., and Vargiu, E. Springer, 2013. (1.98 MB)
D. Maiorca, Ariu, D., Corona, I., and 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, pp. 68-85. (503.11 KB)
G. L. Foresti, Giacinto, G., and Roli, F., “Detecting Dangerous Behaviors of Mobile Objects in Parking Areas”, in Multisensor Surveillance Systems: The Fusion Perspective, R. G. L. C. Foresti and Varshney, P. Kluwer Academic Publishers, 2003, pp. 199-211.
F. Roli and 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., and 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, pp. 117-124.

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