Publications

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Conference Paper
G. Giacinto, Roli, F., and Fumera, G., Selection of classifiers based on multiple classifier behaviour, in Joint IAPR Int. Workshops on Syntactical and Structural Pattern Recognition and Statistical Pattern Recognition (S+SSPR 2000), Alicante, Spain, 2000, vol. 1876, pp. 87-93.
G. Giacinto, Roli, F., and Tronci, R., Score Selection Techniques for Fingerprint Multi-modal Biometric Authentication, in 13th International Conference on Image Analysis and Processing (ICIAP 2005), Cagliari (Italy), 2005, vol. 3617, pp. 1018-1025.
C. Lobrano, Tronci, R., Giacinto, G., and Roli, F., A Score Decidability Index for Dynamic Score Combination, in Pattern Recognition, International Conference on, Los Alamitos, CA, USA, 2010, pp. 69-72.
D. Maiorca, Mercaldo, F., Giacinto, G., Visaggio, A., and Martinelli, F., R-PackDroid: API Package-Based Characterization and Detection of Mobile Ransomware, in ACM Symposium on Applied Computing (SAC 2017 - Acceptance Rate 15.7%), 2017, pp. 1718-1723. (272.44 KB)
T. Hupperich, Maiorca, D., Kührer, M., Holz, T., and Giacinto, G., On the Robustness of Mobile Device Fingerprinting, in 31st Annual Computer Security and Applications Conference (ACSAC 2015), 7-10th December 2015, Los Angeles, USA, 2015, pp. 191-200. (301.87 KB)
D. - T. Dang-Nguyen, Piras, L., Giacinto, G., Boato, G., and De Natale, F. G. B., Retrieval of Diverse Images by Pre-filtering and Hierarchical Clustering, in MediaEval (Online Working Notes), Barcelona; Spain, 2014, vol. 1263. (221.52 KB)
G. Giacinto and Roli, F., Query Shifting Based on Bayesian Decision Theory for Content-Based Image Retrieval, in oint IAPR Int. Workshops on Syntactical and Structural Pattern Recognition and Statistical Pattern Recognition (S+SSPR 2002), 2002, vol. 2396, pp. 607-616.
L. Piras, Tronci, R., Murgia, G., and Giacinto, G., The PRA and AmILAB at ImageCLEF 2012 Photo Flickr Annotation Task, in CLEF (Online Working Notes/Labs/Workshop), Rome, 2012. (540.05 KB)
B. Biggio, Rieck, K., Ariu, D., Wressnegger, C., Corona, I., Giacinto, G., and Roli, F., Poisoning Behavioral Malware Clustering, in AISec'14: Proceedings of the 2014 ACM Workshop on Artificial Intelligence and Security, co-located with CCS '14, Scottsdale, Arizona, USA, 2014, pp. 27-36. (375.58 KB)
D. Maiorca, Giacinto, G., and Corona, I., A Pattern Recognition System for Malicious PDF Files Detection, in MLDM - International Conference on Machine Learning and Data Mining, Berlin, 2012, vol. 7376, pp. 510-524. (1.74 MB)
L. Piras, Giacinto, G., and Paredes, R., Passive-Aggressive Online Learning for Relevance Feedback in Content Based Image Retrieval, in 2nd International Conference on Pattern Recognition Applications and Methods (ICPRAM), Barcelona, Spain, 2013. (138.32 KB)
L. Piras and Giacinto, G., Open issues on codebook generation in Image Classification tasks, in 10th International Conference Machine Learning and Data Mining (MLDM), St. Petersburg, Russia, 2014, pp. 328-342. (229.92 KB)
B. Biggio, Corona, I., He, Z. - M., Chan, P. P. K., Giacinto, G., Yeung, D. S., and Roli, F., One-and-a-half-class Multiple Classifier Systems for Secure Learning against Evasion Attacks at Test Time, in Int'l Workshop on Multiple Classifier Systems (MCS), 2015, vol. 9132, pp. 168-180. (467.23 KB)
M. Ahmadi, Ulyanov, D., Semenov, S., Trofimov, M., and Giacinto, G., Novel Feature Extraction, Selection and Fusion for Effective Malware Family Classification, in Proceedings of the Sixth ACM on Conference on Data and Application Security and Privacy, 2016, pp. 183–194. (6.49 MB)
G. Giacinto, Perdisci, R., and Roli, F., Network Intrusion Detection by Combining One-class Classifiers, in 13th International Conference on Image Analysis and Processing (ICIAP 2005), Cagliari, Italy, 2005, vol. 3617, pp. 58-65.
L. Piras and Giacinto, G., Neighborhood-Based Feature Weighting for Relevance Feedback in Content-Based Retrieval, in 10th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), London, United Kingdom, 2009, pp. 238-241. (181.68 KB)
G. Giacinto and Roli, F., Nearest-Prototype Relevance Feedback for Content Based Image Retrieval, in Int. Conf. on Pattern Recognition (ICPR 2004), Cambridge (UK), 2004, pp. 989-992.
G. Giacinto, A Nearest-Neighbor Approach to Relevance Feedback in Content Based Image Retrieval, in 6th ACM international conference on Image and video retrieval (CIVR'07), Amsterdam, 2007, pp. 456-463.
G. Fumera, Roli, F., and 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, pp. 863-871.
D. - T. Dang-Nguyen, Boato, G., De Natale, F. G. B., Piras, L., Giacinto, G., Tuveri, F., and 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., and 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, pp. 346-355.
D. Ariu and 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 and Roli, F., Methods for Dynamic Classifier Selection, in 10th International Conference on Image Analysis and Processing, Venice, Italy, 1999, pp. 659-664.
F. Roli, Giacinto, G., and Vernazza, G., Methods for Designing Multiple Classifier Systems, in 2nd Int. Workshop on Multiple Classifier Systems (MCS 2001), Cambridge, United Kingdom, 2001, vol. 2096, pp. 78-87.
D. Ariu, Corona, I., Giacinto, G., and 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)

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