Publications

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Conference Paper
G. Giacinto and Roli, F., A theoretical framework for dynamic classifier selection, in 15th International Conference on Pattern Recognition, Barcelona, Spain, 2000, vol. 2, pp. 8-11.
I. Corona, Tronci, R., and Giacinto, G., SuStorID: A Multiple Classifier System for the Protection of Web Services, in International Conference on Pattern Recognition (ICPR 2012), Tsukuba International Congress Center, Tsukuba Science City, JAPAN, 2012, pp. 2375-2378. (286.16 KB)
A. Montali, Giacinto, G., Migliaccio, M., and Gambardella, A., Supervised Pattern Classification Techniques for Oil Spill Classification in SAR Images: Preliminary Results, in SEASAR2006 Workshop, ESA-ESRIN, Frascati, Italy, 2006, pp. 23-26.
R. Tronci, Piras, L., Falqui, L., and Giacinto, G., A study on the evaluation of relevance feedback in multi-tagged image datasets, in 7th IEEE International Workshop on Multimedia Information Processing and Retrieval, California, USA, 2011. (259.03 KB)
E. Costamagna, Fanni, A., and Giacinto, G., A simulated annealing algorithm for the optimization of communication network, in Int. Symp. on Signals, Systems and Electronics (ISSSE '95), 1995, pp. 405-408.
D. Ariu, Giacinto, G., and Perdisci, R., Sensing attacks in Computers Network with Hidden Markov Models, in Machine Learning and Data Mining in Pattern Recognition, MLDM 2007, Leipzig, 2007, vol. 4571, pp. 449-463. (315.94 KB)
R. Tronci, Giacinto, G., and Roli, F., Selection of experts for the design of multiple biometric systems, in Machine Learning and Data Mining in Pattern Recognition, MLDM 2007, Leipzig, 2007, vol. 4571, pp. 795-809.
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.

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