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
Ignazio Pillai, Giorgio Fumera, Fabio Roli , "Multi-label classification with a reject option", Pattern Recognition, In Press  . Abstract
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Security evaluation of pattern classifiers under attack", IEEE Transactions on Knowledge and Data Engineering, In Press  .
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Ignazio Pillai, Giorgio Fumera, Fabio Roli , "Threshold optimisation for multi-label classifiers", Pattern Recognition, 2013  . Abstract
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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, vol. 33, issue 14: Elsevier, pp. 1838-1848, 10/2012. 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
Battista Biggio, Luca Didaci, Giorgio Fumera, Fabio Roli , "Poisoning attacks to compromise face templates", 6th IAPR Int'l Conf. on Biometrics (ICB 2013), Madrid, Spain, 04/06/2013. Abstract
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Riccardo Satta, Federico Pala, Giorgio Fumera, Fabio Roli , "Real-time Appearance-based Person Re-identification over Multiple KinectTM Cameras ", 8th International Conference on Computer Vision Theory and Applications (VISAPP 2013), Barcelona, Spain, 21/02/2013.
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Luca Didaci, Giorgio Fumera, Fabio Roli , "Diversity in classifier ensembles: fertile concept or dead end?", 11th Int. Workshop on Multiple Classifier Systems, vol. 7872, Nanjing, China, Springer, 15/05/2013.
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Riccardo Satta, Giorgio Fumera, Fabio Roli , "Appearance-based People Recognition by Local Dissimilarity Representations", 14th ACM Workshop on Multimedia and Security, Coventry, United Kingdom, 06/09/2012. Abstract
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Riccardo Satta, Giorgio Fumera, Fabio Roli , "A General Method for Appearance-based People Search Based on Textual Queries", First International ECCV Workshop on Re-Identification (ReID 2012), Florence, Italy, 12/10/2012. Abstract
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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, pp. 402-407, 29/03/2012. Abstract
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Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli , "Evaluation of serial and parallel multibiometric systems under spoofing attacks", IEEE 5th International Conference on Biometrics: Theory, Applications and Systems (BTAS), Washington DC, USA, 23/09/2012. Abstract
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Ignazio Pillai, Giorgio Fumera, Fabio Roli , "F-Measure Optimisation in Multi-label Classifiers", 21st International Conference on Pattern Recognition, Tsukuba, Japan, 11-15/11/2012. Abstract
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Learning Sparse Kernel Machines with Biometric Similarity Functions for Identity Recognition", IEEE 5th International Conference on Biometrics: Theory, Applications and Systems (BTAS 2012), Washington DC (USA), pp. 325 -330, 2012  . Abstract
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Battista Biggio, Giorgio Fumera, Fabio Roli, Luca Didaci , "Poisoning adaptive biometric systems", 9th Int'l Workshop on Statistical Techniques in Pattern Recognition (SPR 2012), vol. 7626, pp. 417-425, 2012  .
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