Publications

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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, «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.
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)
R. Perdisci, Ariu, D., Fogla, P., Giacinto, G., e Lee, W., «McPAD: A Multiple Classifier System for Accurate Payload-based Anomaly Detection», Computer Networks, vol 53, pagg 864-881, 2009. (882.94 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, Corona, I., Tronci, R., e Giacinto, G., «Machine Learning in Security Applications», Trans. Mach. Learn. Data Min., vol 8, pagg 3-39, 2015.
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)
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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)
A. Janovsky, Maiorca, D., Marko, D., Matyas, V., e Giacinto, G., «A Longitudinal Study of Cryptographic API: A Decade of Android Malware», 19th International Conference on Security and Cryptography (SECRYPT). pagg 121-133, 2022. (251.06 KB)
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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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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 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.
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, 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., «Instance-Based Relevance Feedback in Image Retrieval using Dissimilarity Spaces», in Case-Based Reasoning for signals and images, P. Perner Springer, 2007.
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.
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)
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.

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