Battista Biggio
Battista Biggio
Assistant Professor at University of Cagliari, Co-Founder of Pluribus One
Verified email at diee.unica.it - Homepage
Title
Cited by
Cited by
Year
Evasion attacks against machine learning at test time
B Biggio, I Corona, D Maiorca, B Nelson, N Šrndić, P Laskov, G Giacinto, ...
6th European Machine Learning and Data Mining Conference (ECML/PKDD), 2013
793*2013
Poisoning attacks against support vector machines
B Biggio, B Nelson, P Laskov
Int'l Conference on Machine Learning (ICML), 2012
5822012
Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning
B Biggio, F Roli
Pattern Recognition, 2018
3522018
Security evaluation of pattern classifiers under attack
B Biggio, G Fumera, F Roli
IEEE Transactions on Knowledge and Data Engineering 26 (4), 984-996, 2014
3162014
Support Vector Machines Under Adversarial Label Noise
B Biggio, B Nelson, P Laskov
Journal of Machine Learning Research-Proceedings Track 20, 97-112, 2011
2052011
Is Feature Selection Secure against Training Data Poisoning?
H Xiao, B Biggio, G Brown, G Fumera, C Eckert, F Roli
Int'l Conference on Machine Learning (ICML), 2015
1822015
Multiple classifier systems for robust classifier design in adversarial environments
B Biggio, G Fumera, F Roli
International Journal of Machine Learning and Cybernetics 1 (1-4), 27-41, 2010
1652010
Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning
M Jagielski, A Oprea, B Biggio, C Liu, C Nita-Rotaru, B Li
39th IEEE Symposium on Security and Privacy, 2018
1462018
Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization
L Muñoz-González, B Biggio, A Demontis, A Paudice, V Wongrassamee, ...
10th ACM Workshop on Artificial Intelligence & Security (AISec'17), 2017
1452017
Adversarial feature selection against evasion attacks
F Zhang, PPK Chan, B Biggio, DS Yeung, F Roli
IEEE Transactions on Cybernetics, 2015
1412015
Security evaluation of biometric authentication systems under real spoofing attacks (2014 Premium Award for Best Paper in IET Biometrics)
B Biggio, Z Akhtar, G Fumera, GL Marcialis, F Roli
IET biometrics 1 (1), 11-24, 2012
1242012
Support Vector Machines under Adversarial Label Contamination
H Xiao, B Biggio, B Nelson, H Xiao, C Eckert, F Roli
Neurocomputing, 2014
1092014
Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection
A Demontis, M Melis, B Biggio, D Maiorca, D Arp, K Rieck, I Corona, ...
IEEE Transactions on Dependable and Secure Computing 16 (4), 711-724, 2019
1012019
Poisoning behavioral malware clustering
B Biggio, K Rieck, D Ariu, C Wressnegger, I Corona, G Giacinto, F Roli
Proceedings of the 2014 workshop on artificial intelligent and security …, 2014
842014
Is data clustering in adversarial settings secure?
B Biggio, I Pillai, S Rota Bulò, D Ariu, M Pelillo, F Roli
Proceedings of the 2013 ACM workshop on Artificial intelligence and security …, 2013
832013
A survey and experimental evaluation of image spam filtering techniques
B Biggio, G Fumera, I Pillai, F Roli
Pattern recognition letters 32 (10), 1436-1446, 2011
812011
Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables
B Kolosnjaji, A Demontis, B Biggio, D Maiorca, G Giacinto, C Eckert, ...
European Signal Processing Conference (EUSIPCO), 2018
772018
Adversarial pattern classification using multiple classifiers and randomisation
B Biggio, G Fumera, F Roli
Joint IAPR International Workshops on Statistical Techniques in Pattern …, 2008
772008
Bagging classifiers for fighting poisoning attacks in adversarial classification tasks
B Biggio, I Corona, G Fumera, G Giacinto, F Roli
International workshop on multiple classifier systems, 350-359, 2011
752011
Pattern recognition systems under attack: Design issues and research challenges
B Biggio, G Fumera, F Roli
International Journal of Pattern Recognition and Artificial Intelligence 28 …, 2014
722014
The system can't perform the operation now. Try again later.
Articles 1–20