Publications

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E
B. Biggio, Corona, I., Maiorca, D., Nelson, B., Srndic, N., Laskov, P., Giacinto, G., and Roli, F., “Evasion attacks against machine learning at test time”, in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2013, vol. 8190, pp. 387-402. (473.78 KB)
M
B. Nelson, Biggio, B., and Laskov, P., “Microbagging Estimators: An Ensemble Approach to Distance-weighted Classifiers”, in Journal of Machine Learning Research - Proc. 3rd Asian Conference on Machine Learning (ACML 2011), Taoyuan, Taiwan, 2011, vol. 20, pp. 63-79. (481.46 KB)
P
B. Biggio, Nelson, B., and Laskov, P., “Poisoning attacks against support vector machines”, in 29th Int'l Conf. on Machine Learning (ICML), 2012, pp. 1807–1814. (452.94 KB)
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B. Biggio, Nelson, B., and Laskov, P., “Support Vector Machines Under Adversarial Label Noise”, in Journal of Machine Learning Research - Proc. 3rd Asian Conference on Machine Learning (ACML 2011), Taoyuan, Taiwan, 2011, vol. 20, pp. 97-112. (533.74 KB)
U
B. Nelson, Biggio, B., and Laskov, P., “Understanding the Risk Factors of Learning in Adversarial Environments”, in 4th ACM Workshop on Artificial Intelligence and Security (AISec 2011), Chicago, IL, USA, 2011, pp. 87–92. (132.42 KB)