Publications

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2007
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.
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)
2008
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)
2009
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)
R. Perdisci, Ariu, D., Fogla, P., Giacinto, G., and Lee, W., “McPAD: A Multiple Classifier System for Accurate Payload-based Anomaly Detection”, Computer Networks, vol. 53, pp. 864-881, 2009. (882.94 KB)
2010
D. Ariu and Giacinto, G., “HMMPayl: an application of HMM to the analysis of the HTTP Payload”, in Workshop on Applications of Pattern Analysis, 2010. (273.18 KB)
D. Ariu, “Host and Network based Anomaly Detectors for HTTP Attacks”, University of Cagliari, Cagliari (Italy), 2010. (5.95 MB)
2011
D. Ariu, Tronci, R., and Giacinto, G., “HMMpayl: An Intrusion Detection System Based On Hidden Markov Models”, Computers & Security, vol. 30, pp. 221 - 241, 2011. (1.88 MB)
D. Ariu, Giacinto, G., and Roli, F., “Machine Learning in Computer Forensics (and the Lessons Learned from Machine Learning in Computer Security)”, in AISec 2011: 4th ACM Workshop on Artificial Intelligence and Security, Chicago, IL, USA, 2011. (379.05 KB)
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)
2012
D. Ariu, Marcialis, G. L., Mauri, M., Muntoni, D., Ristori, M., and Roli, F., “Fatevi Riconoscere”. 2012. (1.84 MB)
2013
B. Biggio, Pillai, I., Rota Bulò, S., Ariu, D., Pelillo, M., and Roli, F., “Is Data Clustering in Adversarial Settings Secure?”, in AISec'13: Proceedings of the 2013 ACM Workshop on Artificial Intelligence and Security, Berlin, 2013, pp. 87-98. (300.52 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)
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)
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)
2015
J. Armin, Thompson, B., Kijewski, P., Ariu, D., Giacinto, G., and 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)
M. Aresu, Ariu, D., Ahmadi, M., Maiorca, D., and 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)
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)
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.
C. Ruiz, Arroyo, S., Krsteski, I., Dago, P., Sanchez, J., Perez-Freire, L., De Rosa, A., Fontani, M., Costanzo, A., Piva, A., Ariu, D., Piras, L., Ahumada, R., and Jerian, M., “The maven project: Management and Authenticity Verification of multimedia contents”, in Multimedia Expo Workshops (ICMEW), 2015 IEEE International Conference on, 2015, pp. 1-4. (194.87 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, 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)
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)
2016
M. Mauri, Mulas, A., and Ariu, D., “The Dark Side of Open Data”, 2nd International Workshop on Knowledge Discovery on the WEB (KDWEB). Cagliari, 2016. (124.62 KB) (1.33 MB)

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