Publications

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Conference Paper
L. Didaci e Giacinto, G., «Dynamic Classifier Selection by Adaptive k-Nearest-Neighbourhood Rule», in 5th Int. Workshop on Multiple Classifier Systems (MCS 2004), 2004, vol 3077.
G. Giacinto e Roli, F., «Dynamic Classifier Selection», in First Int. Workshop on Multiple Classifier Systems (MCS 2000), Cagliari, Italy, 2000, vol 1857, pagg 177-189.
G. Suarez-Tangil, Dash, S. Kumar, Ahmadi, M., Kinder, J., Giacinto, G., e Cavallaro, L., «DroidSieve: Fast and Accurate Classification of Obfuscated Android Malware», in Proceedings of the Seventh {ACM} Conference on Data and Application Security and Privacy, {CODASPY} 2017, In Press. (478.59 KB)
L. Piras, Tronci, R., e Giacinto, G., «Diversity in ensembles of codebooks for visual concept detection», in 17th Int. Conference on Image Analysis and Processing (ICIAP), Naples, Italy, 2013. (303.73 KB)
G. Giacinto e Roli, F., «Dissimilarity Representation of Images for Relevance Feedback in Content-Based Image Retrieval», in Machine Learning and Data Mining in Pattern Recognition (MLDM 2003), Leipzig, Germany, 2003, vol 2734, pagg 202-214.
L. Piras e Giacinto, G., «Dissimilarity representation in multi-feature spaces for image retrieval», in 16th Int. Conference on Image Analysis and Processing (ICIAP), Ravenna, Italy, 2011. (252.22 KB)
I. Corona e Giacinto, G., «Detection of server side web attacks», in Workshop on Applications of Pattern Analysis, Cumberland Lodge, London, UK, 2010. (308.33 KB)
D. Maiorca, Russu, P., Corona, I., Biggio, B., e Giacinto, G., «Detection of Malicious Scripting Code through Discriminant and Adversary-Aware API Analysis», in 1st Italian Conference on CyberSecurity (ITASEC), 2017, vol 1816, pagg 96-105. (371.53 KB)
M. Ahmadi, Biggio, B., Arzt, S., Ariu, D., e Giacinto, G., «Detecting Misuse of Google Cloud Messaging in Android Badware», in 6th Workshop on Security and Privacy in Smartphones and Mobile Devices (SPSM), Vienna, Austria, 2016, pagg 103-112. (626.38 KB)
G. L. Foresti, Giacinto, G., e Roli, F., «Detecting Dangerous Behaviours of Mobile Objects in Parking Areas», in 2nd European Workshop on Advanced Video-based Surveillance Systems (AVBS2001), London, United Kingdom, 2001.
G. Giacinto, Roli, F., e Fumera, G., «Design of effective multiple classifier systems by clustering of classifiers», in 15th Int. Conference on Pattern Recognition (ICPR 2000), Barcelona, Spain, 2000, vol 2, pagg 160-163.
P. Piredda, Ariu, D., Biggio, B., Corona, I., Piras, L., Giacinto, G., e Roli, F., «Deepsquatting: Learning-based Typosquatting Detection at Deeper Domain Levels», in 16th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2017), 2017, vol 10640 of LNCS, pagg 347-358. (1.21 MB)
G. Giacinto, Roli, F., e Fumera, G., «Comparison and Combination of Adaptive Query Shifting and Feature Relevance Learning for Content-Based Image Retrieval», in 11th International Conference on Image Analysis and Processing (ICIAP 2001), Palermo, Italy, 2001, pagg 422-427.
J. Austin, Giacinto, G., Kanellopoulos, I., Lees, K., Roli, F., Vernazza, G., e Wilkinson, G., «The COMPARES Project: COnnectionist Methods for Preprocessing and Analysis of REmote Sensing data», in 9th International Conference on Image Analysis and Processing, 1997, vol 1311, pagg 765-772.
R. Tronci, Giacinto, G., e Roli, F., «Combination of experts by classifiers in similarity score spaces», in Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, Orlando (Florida, USA), 2008, vol 5342, pagg 821-830.
M. Aresu, Ariu, D., Ahmadi, M., Maiorca, D., e Giacinto, G., «Clustering Android Malware Families by Http Traffic», in 10h International Conference on Malicious and Unwanted Software (MALCON 2015), October 20-22th 2015, Fajardo, Puerto Rico, USA, 2015. (168.36 KB)
F. Roli, Giacinto, G., e Serpico, S. B., «Classifier Fusion for Multisensor Image Recognition», in Image and Signal Processing for Remote Sensing VI, 2001, Sebastiano B. Serpico., vol 4170, pagg 103-110.
B. Biggio, Corona, I., Fumera, G., Giacinto, G., e Roli, F., «Bagging classifiers for fighting poisoning attacks in adversarial classification tasks», in Multiple Classifier Systems (MCS 2011), 2011, vol 6713, pagg 350-359. (231.43 KB)
G. Giacinto e Roli, F., «Automatic Design of Multiple Classifier Systems by Unsupervised Learning», in 1st Int. Workshop on Machine Learning and Data Mining in Pattern Recognition, 1999, vol 1715, pagg 131-143.
G. Giacinto, Perdisci, R., e Roli, F., «Alarm Clustering for Intrusion Detection Systems in Computer Networks», in Machine Learning and Data Mining in Pattern Recognition (MLDM 2005), Leipzig, Germany, 2005, vol 3587, pagg 184-193.
B. Kolosnjaji, Demontis, A., Biggio, B., Maiorca, D., Giacinto, G., Eckert, C., e Roli, F., «Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables», in 2018 26th European Signal Processing Conference (EUSIPCO), Rome, 2018, pagg 533-537. (674.62 KB)
G. Giacinto e Roli, F., «Adaptive Selection Of Image Classifiers», in 9th International Conference on Image Analysis and Processing, Florence, Italy, 1997, pagg 38-45.
G. Giacinto, Roli, F., e Fumera, G., «Adaptive Query Shifting for Content-Based Image Retrieval», in Int. Workshop on Machine Learning and Data Mining in Pattern Recognition (MLDM’01), 2001, vol 2123, pagg 337-346.
J. Armin, Thompson, B., Kijewski, P., Ariu, D., Giacinto, G., e Roli, F., «2020 Cybercrime Economic Costs: No measure No solution», in First International Workshop on Future Scenarios for Cybercrime and Cyber-terrorism, co-located with the 10th International Conference on Availability, Reliability and Security (ARES), 2015. (526.44 KB)
Book Chapter
B. Biggio, Corona, I., Nelson, B., Rubinstein, B. I. P., Maiorca, D., Fumera, G., Giacinto, G., e Roli, F., «Security Evaluation of Support Vector Machines in Adversarial Environments», in Support Vector Machines Applications, Y. Ma e Guo, G. Springer International Publishing, 2014, pagg 105-153. (687.1 KB)

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