Publications

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2015
M. Narouei, Ahmadi, M., Giacinto, G., Takabi, H., and Sami, A., “DLLMiner: structural mining for malware detection”, Security and Communication Networks, 2015. (731.78 KB)
D. Maiorca, Ariu, D., Corona, I., and Giacinto, G., “An Evasion Resilient Approach to the Detection of Malicious PDF Files”, in Information Systems Security and Privacy (Communication in Computer and Information Science), vol. 576, Springer, 2015, pp. 68-85. (503.11 KB)
M. Melis, Piras, L., Biggio, B., Giacinto, G., Fumera, G., and 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), pp. 78-88. (829.37 KB)
D. - T. Dang-Nguyen, Piras, L., Giacinto, G., Boato, G., and 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)
D. Ariu, Corona, I., Tronci, R., and Giacinto, G., “Machine Learning in Security Applications”, Trans. Mach. Learn. Data Min., vol. 8, pp. 3-39, 2015.
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)
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)
I. Corona, Contini, M., Ariu, D., Giacinto, G., Roli, F., Lund, M., and Marinelli, G., “PharmaGuard: Automatic Identification of Illegal Search-Indexed Online Pharmacies”, IEEE International Conference on Cybernetics - Special session Cybersecurity (CYBERSEC). IEEE, Gdynia, Poland , pp. 324 - 329, 2015. (1.44 MB) (3.4 MB)
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. Maiorca, Ariu, D., Corona, I., Aresu, M., and Giacinto, G., “Stealth Attacks: An Extended Insight into the Obfuscation Effects on Android Malware”, Computers And Security (Elsevier), vol. 51 (June), pp. 16-31, 2015. (413.99 KB)
D. Maiorca, Ariu, D., Corona, I., and Giacinto, G., “A Structural and Content-Based Approach for a Precise and Robust Detection of Malicious PDF Files”, Proceedings of the 1st International Conference on Information Systems Security and Privacy (ICISSP 2015, 9-11th February 2015, Angers, France). pp. 27-36, 2015. (267.78 KB)
L. Piras, Furcas, D., and Giacinto, G., “User-driven Nearest-Neighbour Exploration of Image Archives”, in 4th International Conference on Pattern Recognition Applications and Methods (ICPRAM), Lisbon, Portugal, 2015, pp. 181 - 189. (376.55 KB)
D. Ariu, Didaci, L., Fumera, G., Frumento, E., Freschi, F., and Giacinto, G., “Yet Another Cybersecurity Roadmapping Methodology”, 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. (1.34 MB)
2014
I. Corona, Maiorca, D., Ariu, D., and 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)
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, 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. - 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)
B. Biggio, Corona, I., Nelson, B., Rubinstein, B. I. P., Maiorca, D., Fumera, G., Giacinto, G., and Roli, F., “Security Evaluation of Support Vector Machines in Adversarial Environments”, in Support Vector Machines Applications, Y. Ma and Guo, G. Springer International Publishing, 2014, pp. 105-153. (687.1 KB)
2013
I. Corona, Giacinto, G., and Roli, F., “Adversarial Attacks against Intrusion Detection Systems: Taxonomy, Solutions and Open Issues”, Information Sciences, vol. 239, 2013. (1.49 MB)
L. Piras, Tronci, R., and 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)
B. Biggio, Corona, I., Maiorca, D., Nelson, B., Srndic, N., Laskov, P., Giacinto, G., and 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, pp. 387-402. (473.78 KB)
R. Tronci, Murgia, G., Pili, M., Piras, L., and Giacinto, G., “ImageHunter: a Novel Tool for Relevance Feedback in Content Based Image Retrieval”, in New Challenges in Distributed Information Filtering and Retrieval. DART 2011: Revised and Invited Papers, C. Lai, Semeraro, G., and Vargiu, E. Springer, 2013. (1.98 MB)
D. Maiorca, Corona, I., and 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, 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)
R. Perdisci, Ariu, D., and Giacinto, G., “Scalable Fine-Grained Behavioral Clustering of HTTP-Based Malware”, Computer Networks - Special Issue on Botnet Activity: Analysis, Detection and Shutdown, vol. 57, pp. 487-500, 2013. (797.8 KB)

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