Publications

List
Filter

Found 30 results

Filters: author is Biggio [Clear All Filters]

Miscellaneous

Battista Biggio, Giorgio Fumera, Fabio Roli , "Security of pattern recognition systems in adversarial environments", Convegno Gruppo Italiano Ricercatori in Pattern Recognition (GIRPR), 2012 . Abstract
Export: Tagged XML BibTex

Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli, Riccardo Satta , "Evading SpamAssassin with obfuscated text images", Virus Bulletin, 11/2007.
Export: Tagged XML BibTex

Thesis

Battista Biggio , "Adversarial Pattern Classification", DIEE, Department of Electrical and Electronic Engineering, Cagliari (Italy), University of Cagliari, 2010 .
Export: Tagged XML BibTex

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
Export: Tagged XML BibTex

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
Export: Tagged XML BibTex

Battista Biggio, Blaine Nelson, Pavel Laskov , "Poisoning attacks against support vector machines", Int'l Conf. on Machine Learning (ICML), 2012 . Abstract
Export: Tagged XML BibTex

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 .
Export: Tagged XML BibTex

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 .
Export: Tagged XML BibTex

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.
Export: Tagged XML BibTex

Blaine Nelson, Battista Biggio, Pavel Laskov , "Microbagging Estimators: An Ensemble Approach to Distance-weighted Classifiers", Journal of Machine Learning Research - Proc. 3rd Asian Conference on Machine Learning (ACML 2011), vol. 20, Taoyuan, Taiwan, pp. 63-79, November.
Export: Tagged XML BibTex

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
Export: Tagged XML BibTex

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
Export: Tagged XML BibTex

Battista Biggio, Blaine Nelson, Pavel Laskov , "Support Vector Machines Under Adversarial Label Noise", Journal of Machine Learning Research - Proc. 3rd Asian Conference on Machine Learning (ACML 2011), vol. 20, Taoyuan, Taiwan, pp. 97-112, November.
Export: Tagged XML BibTex

Blaine Nelson, Battista Biggio, Pavel Laskov , "Understanding the Risk Factors of Learning in Adversarial Environments", 4th ACM Workshop on Artificial Intelligence and Security (AISec 2011), Chicago, IL, USA, pp. 87--92, October.
Export: Tagged XML BibTex

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
Export: Tagged XML BibTex

Battista Biggio, Giorgio Fumera, Fabio Roli , "Multiple Classifier Systems for Adversarial Classification Tasks", 8th Int. Workshop on Multiple Classifier Systems (MCS 2009), vol. 5519, Reykjavik, Iceland, Springer, pp. 132-141, 10/06/2009. Abstract
Export: Tagged XML BibTex

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.
Export: Tagged XML BibTex

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.
Export: Tagged XML BibTex

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.
Export: Tagged XML BibTex

Battista Biggio, Giorgio Fumera, Fabio Roli , "Bayesian Analysis of Linear Combiners", 7th Int. Workshop on Multiple Classifier Systems (MCS 2007), vol. 4472, Prague, Czech Republic, Springer, pp. 292-301, 23/05/2007.
Export: Tagged XML BibTex

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
Export: Tagged XML BibTex

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.
Export: Tagged XML BibTex

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
Export: Tagged XML BibTex

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.
Export: Tagged XML BibTex

Journal Article

Battista Biggio, Giorgio Fumera, Fabio Roli , "Security evaluation of pattern classifiers under attack", IEEE Transactions on Knowledge and Data Engineering, In Press .
Export: Tagged XML BibTex

Copyright Notice: Since these papers are published, the copyright has been transferred to the respective publishers. Therefore, the papers cannot be duplicated for commercial purposes. We report here IEEE's copyright notice and ACM's copyright notice; other publishers have similar ones.
IEEE Copyright Notice: This material is presented to ensure timely dissemination of scholarly and technical work. Copyright and all rights therein are retained by authors or by other copyright holders. All persons copying this information are expected to adhere to the terms and constraints invoked by each author's copyright. In most cases, these works may not be reposted without the explicit permission of the copyright holder.
ACM Copyright Notice: Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, to republish, to post on servers, or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from Publications Dept., ACM, Inc., fax +1 (212) 869-0481, or permissions@acm.org.

Publications

Search