Battista Biggio

Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning

Matthew Jagielski, Alina Oprea, Battista Biggio et al. · 2018 · 761 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +17

Poisoning Attacks against Support Vector Machines

Battista Biggio, Blaine Nelson, Pavel Laskov · arXiv (Cornell University) · 2012 · 734 citations · Full text

Engineering, Machine Learning, Evasion Technique +16

Wild patterns: Ten years after the rise of adversarial machine learning

Battista Biggio, Fabio Roli · Pattern Recognition · 2018 · 607 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +11

Towards poisoning of deep learning algorithms with back-gradient optimization

Luis Muñoz-González, Battista Biggio, Ambra Demontis et al. · UNICA IRIS Institutional Research Information System (University of Cagliari) · 2017 · 532 citations

Artificial Intelligence, Engineering, Machine Learning +16

Security Evaluation of Pattern Classifiers under Attack

Battista Biggio, Giorgio Fumera, Fabio Roli · IEEE Transactions on Knowledge and Data Engineering · 2013 · 419 citations · Full text

Engineering, Machine Learning, Evasion Technique +19