Publications

List
Filter

Found 12 results

Filters: keyword is adversarial classification [Clear All Filters]

Book Chapter

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 .
Export: Tagged XML BibTex

Journal Article

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 .
Export: Tagged XML BibTex

Conference Paper

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

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

Thesis

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

Keynote Speech

F. Roli , "Adversarial Pattern Classification", ICMLC & ICWAPR, Baoding, Hebei, China, 07/2009.
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