Publications

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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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Ignazio Pillai, Giorgio Fumera, Fabio Roli , "Threshold optimisation for multi-label classifiers", Pattern Recognition, 2013  . 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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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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Conference Paper
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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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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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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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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Jun-Ming Xu, Giorgio Fumera, Fabio Roli, Zhi-Hua Zhou , "Training SpamAssassin with Active Semi-supervised Learning", 6th Conference on Email and Anti-Spam (CEAS 2009), Mountain View, CA, USA, 16/07/2009.
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Adversarial Pattern Classification Using Multiple Classifiers and Randomisation", 12th Joint IAPR International Workshop on Structural and Syntactic Pattern Recognition (SSPR 2008), Orlando, Florida, USA, Springer-Verlag, 04/12/2008.
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Battista Biggio, Giorgio Fumera, Fabio Roli , "Evade Hard Multiple Classifier Systems", Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008), Patras, Greece, 21/07/2008.
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Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli , "Improving Image Spam Filtering Using Image Text Features", Fifth Conference on Email and Anti-Spam (CEAS 2008), Mountain View, CA, USA, 21/08/2008.
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Giorgio Fumera, Ignazio Pillai, Fabio Roli, Battista Biggio , "Image spam filtering using textual and visual information", MIT Spam Conference 2007, Cambridge, MA, USA, 30/03/2007. Abstract
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Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli , "Image Spam Filtering Using Visual Information", 14th Int. Conf. on Image Analysis and Processing (ICIAP 2007), Modena, Italy, IEEE Computer Society, pp. 105--110, 10/09/2007.
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Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli , "Image Spam Filtering by Content Obscuring Detection", Fourth Conference on Email and Anti-Spam (CEAS 2007), Microsoft Research Silicon Valley, Mountain View, California, 02/08/2007. Abstract
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Fabio Roli, Battista Biggio, Giorgio Fumera, Ignazio Pillai, Riccardo Satta , "Image Spam Filtering by Detection of Adversarial Obfuscated Text", Workshop on Neural Information Processing Systems (NIPS), Whistler, British Columbia, Canada, 08/12/2007.
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Giorgio Fumera, Ignazio Pillai, Fabio Roli , "A Two-Stage Classifier with Reject Option for Text Categorisation", 5th Int. Workshop on Statistical Techniques in Pattern Recognition (SPR 2004), vol. 3138, Lisbon, Portugal, Springer, pp. 771-779, 18/08/2004. Abstract
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Giorgio Fumera, Ignazio Pillai, Fabio Roli , "Classification with Reject Option in Text Categorisation Systems", 12th International Conference on Image Analysis and Processing (ICIAP 2003), Mantova, IEEE Computer Society, pp. 582-587, 17/09/2003. Abstract
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Thesis
Ignazio Pillai , "High Reliability Text Categorisation Systems.", DIEE, Cagliari (Italy), pp. 90, 2007  .
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Miscellaneous
Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli, Riccardo Satta , "Evading SpamAssassin with obfuscated text images", Virus Bulletin, 11/2007.
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