Publications

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Conference Paper
G. Fumera, Roli, F., e Giacinto, G., «Multiple Reject Thresholds for Improving Classification Reliability», in Joint IAPR Int. Workshops on Syntactical and Structural Pattern Recognition and Statistical Pattern Recognition (S+SSPR 2000), Alicante, Spain, 2000, vol 1876, pagg 863-871.
D. - T. Dang-Nguyen, Boato, G., De Natale, F. G. B., Piras, L., Giacinto, G., Tuveri, F., e Angioni, M., «Multimodal-based Diversified Summarization in Social Image Retrieval», in Working Notes Proceedings of the MediaEval 2015 Workshop, Wurzen, Germany, September 14-15, 2015., 2015. (755.79 KB)
G. Giacinto, Roli, F., e Didaci, L., «A Modular Multiple Classifier System for the Detection of Intrusions in Computer Networks», in 4th Int. Workshop on Multiple Classifier Systems (MCS 2003), Guildford, United Kingdom, 2003, vol 2709, pagg 346-355.
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)
G. Giacinto e Roli, F., «Methods for Dynamic Classifier Selection», in 10th International Conference on Image Analysis and Processing, Venice, Italy, 1999, pagg 659-664.
F. Roli, Giacinto, G., e Vernazza, G., «Methods for Designing Multiple Classifier Systems», in 2nd Int. Workshop on Multiple Classifier Systems (MCS 2001), Cambridge, United Kingdom, 2001, vol 2096, pagg 78-87.
D. Ariu, Corona, I., Giacinto, G., e Roli, F., «McPAD and HMMWeb: two different approaches for the detection of attacks against Web applications», in Italian Workshop on Privacy and Security (PRISE), Rome, 2008. (309.2 KB)
A. Gambardella, Giacinto, G., e Migliaccio, M., «On the Mathematical Formulation of the SAR Oil-Spill Observation Problem», in IEEE International Geoscience and Remote Sensing Symposium, 2008. IGARSS 2008, 2008, vol 3, pag III -1382-III -1385.
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)
I. Corona, Maiorca, D., Ariu, D., e Giacinto, G., «Lux0R: Detection of Malicious PDF-embedded JavaScript code through Discriminant Analysis of API References», in AISec'14: Proceedings of the 2014 ACM Workshop on Artificial Intelligence and Security, co-located with CCS '14, Scottdale, Arizona, USA, 2014. (455.14 KB)
D. Maiorca, Corona, I., e Giacinto, G., «Looking at the Bag is not Enough to Find the Bomb: an Evasion of Structural Methods for Malicious PDF Files Detection», in 8th ACM Symposium on Information, Computer and Communications Security (ASIACCS 2013), Hangzhou, China, 2013. (2.12 MB)
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)
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.
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.
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.
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.
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.
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, 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)
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)
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. 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)
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)
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)
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)

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