Publications

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Book Chapter
Battista Biggio, Giorgio Fumera, Fabio Roli , "Bayesian Linear Combination of Neural Networks", Innovations in Neural Information Paradigms and Applications, vol. 247: Springer Berlin / Heidelberg, pp. 201-230, 2009  .
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Evade Hard Multiple Classifier Systems", Supervised and Unsupervised Ensemble Methods and Their Applications, vol. 245: Springer Berlin / Heidelberg, pp. 15-38, 2009  .
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Journal Article
Riccardo Satta, Giorgio Fumera, Fabio Roli , "Fast person re-identification based on dissimilarity representations", Pattern Recognition Letters, Special Issue on Novel Pattern Recognition-Based Methods for Reidentification in Biometric Context, In Press  . Abstract
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Battista Biggio, Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli , "Security evaluation of biometric authentication systems under real spoofing attacks", IET Biometrics, vol. 1, issue 1, pp. 11-24, 2012  . Abstract
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Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli , "A survey and experimental evaluation of image spam filtering techniques", Pattern Recognition Letters, vol. 32, issue 10, pp. 1436 - 1446, 2011  .
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Multiple Classifier Systems for Robust Classifier Design in Adversarial Environments", Journal of Machine Learning and Cybernetics, vol. 1, issue 1: Springer Berlin / Heidelberg, pp. 27--41, 2010  .
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Giorgio Fumera, Fabio Roli, Alessandra Serrau , "A Theoretical Analysis of Bagging as a Linear Combination of Classifiers", IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, issue 7: IEEE Computer Society, pp. 1293-1299, 07/2008. Abstract
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Giorgio Fumera, Ignazio Pillai, Fabio Roli , "Spam filtering based on the analysis of text information embedded into images", Journal of Machine Learning Research (special issue on Machine Learning in Computer Security), vol. 7, pp. 2699-2720, 12/2006. Abstract
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Giorgio Fumera, Fabio Roli , "A Theoretical and Experimental Analysis of Linear Combiners for Multiple Classifier Systems", IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, issue 6, pp. 942-956, 06/2005. Abstract
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Giorgio Fumera, Fabio Roli , "Analysis of error-reject trade-off in linearly combined multiple classifiers", Pattern Recognition, vol. 37, issue 6, pp. 1245-1265, 06/2004. Abstract
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Giorgio Fumera, Fabio Roli, Giorgio Giacinto , "Reject Option with Multiple Thresholds", Pattern Recognition, vol. 33, issue 12, pp. 2099-2101, 12/2000.
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Giorgio Giacinto, Fabio Roli, Giorgio Fumera , "Selection of image classifiers", Electronics Letters, vol. 36, issue 5, pp. 420-422, 03/2000. Abstract
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Conference Paper
Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli , "Evaluation of Multimodal Biometric Score Fusion Rules under Spoof Attacks", The 5th IEEE/IAPR International Conference on Biometrics (ICB), New Delhi, India, 29/03/2012. Abstract
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Riccardo Satta, Giorgio Fumera, Fabio Roli, Marco Cristani, Vittorio Murino , "A Multiple Component Matching Framework for Person Re-Identification", 16th Int. Conf. on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, 14/09/2011. Abstract
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Ignazio Pillai, Giorgio Fumera, Fabio Roli , "A Classification Approach with a Reject Option for Multi-label Problems", 16th Int. Conf. on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, 14/09/2011. Abstract
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Battista Biggio, Igino Corona, Giorgio Fumera, Giorgio Giacinto, Fabio Roli , "Bagging classifiers for fighting poisoning attacks in adversarial classification tasks", Multiple Classifier Systems (MCS 2011), vol. 6713: Springer-Verlag, pp. 350-359, 2011  .
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Ignazio Pillai, Giorgio Fumera, Fabio Roli , "Classifier Selection Approaches for Multi-label Problems", 10th Int. Workshop on Multiple Classifier Systems (MCS 2011), Naples, Springer, 15/06/2011. Abstract
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Design of Robust Classifiers for Adversarial Environments", Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on, Anchorage, Alaska, USA, pp. 977--982, October.
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Ignazio Pillai, Riccardo Satta, Giorgio Fumera, Fabio Roli , "Exploiting Depth Information for Indoor-Outdoor Scene Classification", 16th Int. Conf. on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, 14/09/2011. Abstract
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Riccardo Satta, Giorgio Fumera, Fabio Roli , "Exploiting Dissimilarity Representations for Person Re-Identification", 1st International Workshop on Similarity-Based Pattern Analysis and Recognition (SIMBAD 2011), Venice, Italy, 28/09/2011. Abstract
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Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli , "Robustness analysis of likelihood ratio score fusion rule for multi-modal biometric systems under spoof attacks", 45th IEEE International Carnahan Conference on Security Technology (ICCST), Barcelona, Spain, pp. 237-244, 18/10/2011. Abstract
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Battista Biggio, Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli , "Robustness of multi-modal biometric verification systems under realistic spoofing attacks", International Joint Conference on Biometrics (IJCB 2011), Washington DC, USA, October. Abstract
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Zahid Akhtar, Battista Biggio, Giorgio Fumera, Gian Luca Marcialis , "Robustness of Multi-modal Biometric Systems under Realistic Spoof Attacks against All Traits", IEEE Workshop on Biometric Measurements and Systems for Security and Medical Applications (BioMS 2011), Milan, Italy, pp. 5-10, 28/09/2011. Abstract
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Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli , "Robustness Evaluation of Biometric Systems under Spoof Attacks", 16th Int. Conference on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, pp. 159-168, 14/09/2011. Abstract
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Multiple Classifier Systems under Attack", 9th Int. Workshop on Multiple Classifier Systems (MCS 2010), vol. 5997, Cairo, Egypt, Springer, pp. 74--83, 07/04/2010. Abstract
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