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Publications

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2009
Rubinstein, Benjamin I. P., Blaine Nelson, Ling Huang, & Anthony D. Joseph (2009).  Compromising and Defending PCA-based Anomaly Detectors for Network-Wide Traffic. SIGMETRICS/Performance.
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2008
Barreno, Marco, Peter L. Bartlett, Fuching Jack Chi, Anthony D. Joseph, Blaine Nelson, Benjamin I. P. Rubinstein, et al. (2008).  Open Problems in the Security of Learning . 1st ACM Workshop on AlSec. 19-26. Abstract
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Rubinstein, Benjamin I. P., Blaine Nelson, Ling Huang, Anthony D. Joseph, Shing-hon Lau, Nina Taft, et al. (2008).  Evading Anomaly Detection through Variance Injection Attacks on PCA . 11th International Symposium on Recent Advances in Intrusion Detection (RAID'08). 394-395. Abstract
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Nelson, Blaine, Marco Barreno, Fuching Jack Chi, Anthony D. Joseph, Benjamin I. P. Rubinstein, Udam Saini, et al. (2008).  Exploiting machine learning to subvert your spam filter. 1st Usenix Workshop on Large-Scale Exploits and Emergent Threats. Abstract
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Barreno, Marco, Blaine Nelson, Anthony D. Joseph, & Doug Tygar (2008).  The security of machine learning. Machine Learning Journal (MLJ) Special Issue on Machine Learning in Adversarial Environments.
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