Publications

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Book Chapter
Davide Ariu, Igino Corona, Roberto Tronci, Giorgio Giacinto , "Machine Learning in Security Applications", Machine Learning, Software Engineering and Standardization: Springer Verlag, In Press  .
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Journal Article
Roberto Perdisci, Davide Ariu, Giorgio Giacinto , "Scalable Fine-Grained Behavioral Clustering of HTTP-Based Malware", Computer Networks - Special Issue on Botnet Activity: Analysis, Detection and Shutdown, In Press  . Abstract
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Davide Ariu, Roberto Tronci, Giorgio Giacinto , "HMMpayl: An Intrusion Detection System Based On Hidden Markov Models", Computers & Security, vol. 30, issue 4: Elsevier, pp. 221 - 241, 2011  . Abstract
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Roberto Perdisci, Davide Ariu, P. Fogla, Giorgio Giacinto, W. Lee , "McPAD: A Multiple Classifier System for Accurate Payload-based Anomaly Detection", Computer Networks, vol. 53, pp. 864-881, 2009  . Abstract
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Conference Paper
Davide Ariu, Giorgio Giacinto , "A modular architecture for the analysis of HTTP payloads based on Multiple Classifiers", 10th Int. Workshop on Multiple Classifier Systems (MCS 2011), Naples, Italy, 15/06/2011. Abstract
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Davide Ariu, Giorgio Giacinto, Fabio Roli , "Machine Learning in Computer Forensics (and the Lessons Learned from Machine Learning in Computer Security)", AISec 2011: 4th ACM Workshop on Artificial Intelligence and Security, Chicago, IL, USA, 21/10/2011. Abstract
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Davide Ariu, Giorgio Giacinto , "HMMPayl: an application of HMM to the analysis of the HTTP Payload", Workshop on Applications of Pattern Analysis, 09/2010. Abstract
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Igino Corona, Davide Ariu, Giorgio Giacinto , "HMM-Web: a framework for the detection of attacks against Web applications", IEEE ICC 2009, Dresden, Germany, 14/06/2009. Abstract
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Davide Ariu, Igino Corona, Giorgio Giacinto, Fabio Roli , "McPAD and HMMWeb: two different approaches for the detection of attacks against Web applications", Italian Workshop on Privacy and Security (PRISE), Rome, 2008  .
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Davide Ariu, Igino Corona, Giorgio Giacinto, Roberto Perdisci, Fabio Roli , "Intrusion Detection Systems based on anomaly detection techniques", Italian Workshop on Privacy and Security (PRISE), Rome, 2007  .
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Davide Ariu, Giorgio Giacinto, Roberto Perdisci , "Sensing attacks in Computers Network with Hidden Markov Models", Machine Learning and Data Mining in Pattern Recognition, MLDM 2007, vol. 4571, Leipzig, Springer-Verlag, pp. 449-463, 2007  .
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Thesis
Davide Ariu , "Host and Network based Anomaly Detectors for HTTP Attacks", DIEE, Department of Electrical and Electronic Engineering, Cagliari (Italy), University of Cagliari, 2010  .
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Miscellaneous
Davide Ariu, Gian Luca Marcialis, Matteo Mauri, Daniele Muntoni, Marco Ristori, Fabio Roli , "Fatevi Riconoscere", Linux PRO - Sprea Editori - ITALY, 10/2012.
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