Publications

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In Press
Nelson, B., M. Barreno, F J. Chi, A. D. Joseph, B. I. P. Rubinstein, U. Saini, C. Sutton, J. D. Tygar, and K. Xia, "Misleading learners: Co- opting your spam filter", Machine Learning in Cyber Trust: Security, Privacy, Reliability, In Press.
2009
Rubinstein, B. I. P., B. Nelson, L. Huang, and A. D. Joseph, "Compromising and Defending PCA-based Anomaly Detectors for Network-Wide Traffic", SIGMETRICS/Performance, Seattle, WA, 2009.
2008
Barreno, M., P. L. Bartlett, F J. Chi, A. D. Joseph, B. Nelson, B. I. P. Rubinstein, U. Saini, and J. D. Tygar, "Open Problems in the Security of Learning ", 1st ACM Workshop on AlSec, Alexandria, VA, ACM, pp. 19-26, 2008. Abstract
Rubinstein, B. I. P., B. Nelson, L. Huang, A. D. Joseph, S-hon. Lau, N. Taft, and J. D. Tygar, "Evading Anomaly Detection through Variance Injection Attacks on PCA ", 11th International Symposium on Recent Advances in Intrusion Detection (RAID'08), Boston, MA, Springer-Verlag, pp. 394-395, 09/2008. Abstract
Nelson, B., M. Barreno, F J. Chi, A. D. Joseph, B. I. P. Rubinstein, U. Saini, C. Sutton, J. D. Tygar, and K. Xia, "Exploiting machine learning to subvert your spam filter", 1st Usenix Workshop on Large-Scale Exploits and Emergent Threats, San Francisco, CA, USENIX Association, 04/2008. Abstract
Barreno, M., B. Nelson, A. D. Joseph, and D. Tygar, "The security of machine learning", Machine Learning Journal (MLJ) Special Issue on Machine Learning in Adversarial Environments, 2008.