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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Roberto Tronci, Gabriele Murgia, Maurizio Pili, Luca Piras, Giorgio Giacinto , "ImageHunter: a Novel Tool for Relevance Feedback in Content Based Image Retrieval", New Challenges in Distributed Information Filtering and Retrieval. DART 2011: Revised and Invited Papers, no. 439: Springer, 2013  .
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Giorgio Giacinto , "Moving Targets - When Data Classes Depend on Subjective Judgement, or They Are Crafted by an Adversary to Mislead Pattern Analysis Algorithms - The Cases of Content Based Image Retrieval and Adversarial Classification", Advances in Data Mining. Applications and Theoretical Aspects, vol. LNCS 6171: Springer-Verlag, pp. 1-16, 2010  . Abstract
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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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G. Giacinto, F. Roli , "Instance-Based Relevance Feedback in Image Retrieval using Dissimilarity Spaces ", Case-Based Reasoning for signals and images: Springer, 2007  .
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G.L. Foresti, G. Giacinto, F. Roli , "Detecting Dangerous Behaviors of Mobile Objects in Parking Areas", Multisensor Surveillance Systems: The Fusion Perspective: Kluwer Academic Publishers, pp. 199-211, 2003  .
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Fabio Roli, Giorgio Giacinto , "Design of Multiple Classifier Systems", Hybrid Methods in Pattern Recognition: World Scientific Publishing, 2002  .
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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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Giorgio Giacinto, Fabio Roli, Gianni Vernazza , "Comparison and combination of statistical and Neural Network algorithms for remote-sensing image classification", Neurocomputation in Remote Sensing Data Analysis: Springer-Verlag, pp. 117-124, 1997  .
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Journal Article
Igino Corona, Giorgio Giacinto, Fabio Roli , "Adversarial Attacks against Intrusion Detection Systems: Taxonomy, Solutions and Open Issues ", Information Sciences, In Press  . Abstract
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A. Gambardella, G. Giacinto, M. Migliaccio, A. Montali , "One-class classification for oil spill detection", Pattern Analysis and Applications, In Press  .
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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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Roberto Tronci, Luca Piras, Giorgio Giacinto , "Performance Evaluation of Relevance Feedback for Image Retrieval by “Real-World” Multi-Tagged Image Datasets", International Journal of Multimedia Data Engineering and Management (IJMDEM), vol. 3, issue 1: IGI Global, pp. 16, 2012  . Abstract
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Luca Piras, Giorgio Giacinto , "Synthetic Pattern Generation for Imbalanced Learning in Image Retrieval", Pattern Recognition Letters, vol. 33, issue 16: Elsevier, pp. 7, 12/2012. 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 Tronci, Giorgio Giacinto, Fabio Roli , "Designing multiple biometric systems: measures of ensemble effectiveness", Engineering Applications of Artificial Intelligence, vol. 22: Elsevier, pp. 66-78, 2009  . 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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Luca Didaci, Giorgio Giacinto, Fabio Roli, Gian Luca Marcialis , "A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation", Pattern Recognition, vol. 38, issue 11, pp. 2188-2191, 11/2005.
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Giorgio Giacinto: Fabio Roli , "Bayesian Relevance Feedback for Content-Based Image Retrieval", Pattern Recognition, vol. 37, pp. 1499-1508, 2004  .
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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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Giorgio Giacinto, Fabio Roli , "An Approach to the Automatic Design of Multiple Classifier Systems", Pattern Recognition Letters, vol. 22, issue 1, pp. 25-33, 2001  .
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