Publications

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B. Biggio, Corona, I., Maiorca, D., Nelson, B., Srndic, N., Laskov, P., Giacinto, G., e Roli, F., «Evasion attacks against machine learning at test time», in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2013, vol 8190, pagg 387-402. (473.78 KB)
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)
M. Melis, Maiorca, D., Biggio, B., Giacinto, G., e Roli, F., «Explaining Black-box Android Malware Detection», in 26th European Signal Processing Conference (EUSIPCO '18), Rome, Italy, 2018, pagg 524-528. (431.78 KB)
F. Meloni, Sanna, A., Maiorca, D., e Giacinto, G., «Extended Abstract: Effective Call Graph Fingerprinting for the Analysis and Classification of Windows Malware», 19th Conference on Detection of Intrusions and Malware & Vulnerability Assessment (DIMVA). pagg 42-52, 2022. (328.32 KB)
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M. Melis, Piras, L., Biggio, B., Giacinto, G., Fumera, G., e Roli, F., «Fast Image Classification with Reduced Multiclass Support Vector Machines», in 18th Int'l Conf. on Image Analysis and Processing, Genova, Italy, 2015, vol Image Analysis and Processing (ICIAP 2015), pagg 78-88. (829.37 KB)
F. Cara, Scalas, M., Giacinto, G., e Maiorca, D., «On the Feasibility of Adversarial Sample Creation Using the Android System API», Information, n° 11(9): 433, 2020. (1.26 MB)
G. Giacinto, Roli, F., e Didaci, L., «Fusion of multiple classifiers for intrusion detection in computer networks», Pattern Recognition Letters, vol 24, pagg 1795-1803, 2003.
H
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)
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)
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)
D. - T. Dang-Nguyen, Piras, L., Giacinto, G., Boato, G., e De Natale, F. G. B., «A Hybrid Approach for Retrieving Diverse Social Images of Landmarks», in IEEE International Conference on Multimedia & Expo (ICME), Torino, 2015. (1.16 MB)
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R. Tronci, Piras, L., Murgia, G., e Giacinto, G., «Image Hunter at ImageCLEF 2012 Personal Photo Retrieval Task», in CLEF (Online Working Notes/Labs/Workshop), Rome, 2012. (2.78 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 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)
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)
R. Tronci, Giacinto, G., e Roli, F., «Index Driven Combination of Multiple Biometric Experts for AUC Maximisation», in 7th International Workshop on Multiple Classifiers Systems MCS 2007, Prague (Czech Republic), 2007, vol 4472, pagg 357-366.
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.
L. Piras e Giacinto, G., «Information Fusion in Content Based Image Retrieval: A Comprehensive Overview», Information Fusion, vol 37, pagg 50-60, 2017. (734.6 KB)
G. Giacinto e Roli, F., «Instance-Based Relevance Feedback for Image Retrieval», in Advances in Neural Information Processing Systems (NIPS) 17, 2005, pagg 489-496.
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.
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.
G. Giacinto e Roli, F., «Intrusion Detection in Computer Networks by Multiple Classifier Systems», in 16th International Conference on Pattern Recognition (ICPR 2002), Quebec City, Canada, 2002, vol II, pagg 390-393.
I. Corona, Giacinto, G., e 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.
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.
D. Ariu, Corona, I., Giacinto, G., Perdisci, R., e Roli, F., «Intrusion Detection Systems based on anomaly detection techniques», in Italian Workshop on Privacy and Security (PRISE), Rome, 2007.
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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)

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