Publications

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A. Demontis, Melis, M., Biggio, B., Maiorca, D., Arp, D., Rieck, K., Corona, I., Giacinto, G., and Roli, F., “Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection”, IEEE Trans. Dependable and Secure Computing, vol. 16, no. 4, pp. 711-724, 2019. (3.61 MB)
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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)
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)
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)
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)
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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)
M. Contini, Corona, I., Mulas, A., Giacinto, G., and Ariu, D., “Pharmaguard WebApp: an application for the detection of illegal online pharmacies”, 2nd International Workshop on Knowledge Discovery on the WEB (KDWEB). Cagliari, 2016. (120.57 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)
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)
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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)
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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)
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.
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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)
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)
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D. Ariu, Corona, I., Giacinto, G., Perdisci, R., and Roli, F., “Intrusion Detection Systems based on anomaly detection techniques”, in Italian Workshop on Privacy and Security (PRISE), Rome, 2007.
I. Corona, Giacinto, G., and 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, pp. 91-114.
I. Corona, Giacinto, G., and 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.
I. Corona, Giacinto, G., Mazzariello, C., Roli, F., and Sansone, C., “Information fusion for computer security: State of the art and open issues”, Information Fusion, vol. 10, pp. 274-284, 2009.
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I. Corona, Ariu, D., and Giacinto, G., “HMM-Web: a framework for the detection of attacks against Web applications”, in IEEE ICC 2009, Dresden, Germany, 2009. (391.14 KB)
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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)
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. Perdisci, Corona, I., and Giacinto, G., “Early Detection of Malicious Flux Networks via Large-Scale Passive DNS Traffic Analysis”, IEEE Transactions on Dependable and Secure Computing, vol. 9, pp. 714-726, 2012. (1.37 MB)
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I. Corona, “Detection of Web-based attacks”, University of Cagliari, Cagliari (Italy), 2010.
I. Corona and 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., and Giacinto, G., “Detection of Malicious Scripting Code through Discriminant and Adversary-Aware API Analysis”, in 1st Italian Conference on CyberSecurity (ITASEC), 2017, vol. 1816, pp. 96-105. (371.53 KB)

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