Intrusion detection in computer networks: publications

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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Igino Corona, Giorgio Giacinto, Fabio Roli , "Intrusion Detection in Computer Systems using Multiple Classifer Systems", Supervised and Unsupervised Ensemble Methods and Their Applications, O. Okun and G. Valentini, no. 126: Springer-Verlag, Berlin/Heidelberg , pp. 91-114, 2008 .
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F. Roli, G. Giacinto , "Pattern Recognition for Intrusion Detection in Computer Networks", Pattern Recognition and String Matching: Kluwer Academic Publishers, 2002 .
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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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Roberto Perdisci, Igino Corona, Giorgio Giacinto , "Early Detection of Malicious Flux Networks via Large-Scale Passive DNS Traffic Analysis", IEEE Transactions on Dependable and Secure Computing, vol. 9, issue 5: IEEE Computer Society, Los Alamitos, CA, USA, pp. 714-726, 2012 .
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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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Igino Corona, Giorgio Giacinto, Claudio Mazzariello, Fabio Roli, Carlo Sansone , "Information fusion for computer security: State of the art and open issues", Information Fusion, vol. 10, pp. 274-284, 2009 .
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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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Giorgio Giacinto, Roberto Perdisci, Mauro Del Rio, Fabio Roli , "Intrusion detection in computer networks by a modular ensemble of one-class classifiers", Information Fusion, vol. 9, issue 1: Elsevier, 2008 .
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R. Perdisci, G. Giacinto, F. Roli , "Alarm clustering for intrusion detection systems in computer networks", Engineering Applications of Artificial Intelligence, vol. 19, issue 4, pp. 429-438, 2006 .
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Giorgio Giacinto, Fabio Roli, Luca Didaci , "Fusion of multiple classifiers for intrusion detection in computer networks", Pattern Recognition Letters, vol. 24, issue 12: Elsevier, pp. 1795-1803, 2003 .
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Conference Paper

Davide Maiorca, Giorgio Giacinto, Igino Corona , "A Pattern Recognition System for Malicious PDF Files Detection", MLDM - International Conference on Machine Learning and Data Mining (Acceptance Ratio: 71/212 = 33.5%), vol. 7376, Berlin, Springer, pp. 510-524, 16/07/2012.
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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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Roberto Perdisci, Igino Corona, David Dagon, Wenke Lee , "Detecting Malicious Flux Service Networks through Passive Analysis of Recursive DNS Traces", Annual Computer Security Applications Conference (ACSAC), Honolulu, Hawaii, USA, 07/12/2009. 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, 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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Igino Corona, Giorgio Giacinto, Fabio Roli , "Intrusion detection in computer systems as a pattern recognition task in adversarial environment: a critical review", Workshop on Neural Information Processing Systems (NIPS), Whistler, British Columbia, Canada, 08/12/2007.
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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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G. Giacinto, R. Perdisci, F. Roli , "Alarm Clustering for Intrusion Detection Systems in Computer Networks", Machine Learning and Data Mining in Pattern Recognition (MLDM 2005), vol. 3587, Leipzig, Germany, Springer-Verlag, pp. 184-193, 2005 .
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G. Giacinto, R. Perdisci, F. Roli , "Network Intrusion Detection by Combining One-class Classifiers", 13th International Conference on Image Analysis and Processing (ICIAP 2005), vol. 3617, Cagliari, Italy, Springer-Verlag, pp. 58-65, 2005 .
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Giorgio Giacinto, Fabio Roli, Luca Didaci , "A Modular Multiple Classifier System for the Detection of Intrusions in Computer Networks", 4th Int. Workshop on Multiple Classifier Systems (MCS 2003), vol. 2709, Guildford, United Kingdom, Springer-Verlag, pp. 346-355, 11/06/2003.
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Luca Didaci, Giorgio Giacinto, Fabio Roli , "Ensemble Learning for Intrusion Detection in Computer Networks", AI*IA, Workshop on "Apprendimento automatico: metodi e applicazioni", Siena, Italy, 11/09/2002.
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G. Giacinto, F. Roli , "Intrusion Detection in Computer Networks by Multiple Classifier Systems", 16th International Conference on Pattern Recognition (ICPR 2002), vol. II, Quebec City, Canada, IEEE Computer Society Press, pp. 390-393, 2002 .
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