Publications

2008

Obozinski, G., Grant C. E., Lanckriet G. R. G., Jordan M. I., & Noble W. W. (2008).  Consistent probabilistic outputs for protein function prediction. Genome Biology.
Barreno, M., Nelson B., Joseph A. D., & Tygar D. (2008).  The security of machine learning. Machine Learning Journal (MLJ) Special Issue on Machine Learning in Adversarial Environments.
Obozinski, G., Wainwright M. J., Jordan M. I., Koller D., Bengio Y., Schuurmans D., et al. (2008).  High-dimensional union support recovery in multivariate regression. Advances in Neural Information Processing Systems (NIPS).
Ganapathi, A., Datta K., Fox A., & Patterson D. (2008).  Using Machine Learning to Auto-tune a Stencil Code on a Multicore Architecture.

2007

Liang, P., Petrov S., Klein D., & Jordan M. (2007).  The infinite PCFG using Dirichlet processes. Empirical Methods in Natural Language Processing (EMNLP).
Kivenen, J., Sudderth E., & Jordan M. (2007).  Image Denoising With Nonparametric Hidden Markov Trees. IEEE International Conference on Image Processing (ICIP). Abstract
Konwinski, A., Bent J., Nunez J., & Quist M. (2007).  Towards an I/O tracing framework taxonomy. PDSW '07: Proceedings of the 2nd international workshop on Petascale data storage. 56–62. Abstract
Huang, L., Nguyen X., Garofalakis M., Hellerstein J. M., Jordan M., Joseph A., et al. (2007).  Communication-Efficient Online Detection of Network-Wide Anomalies. INFOCOM 2007. 26th IEEE International Conference on Computer Communications. IEEE. Abstract
Huang, L., Nguyen X., Garofalakis M., Hellerstein J. M., Jordan M. I., Joseph A., et al. (2007).  Communication-efficient online detection of network-wide anomalies. 26th Annual IEEE Conference on Computer Communications (INFOCOM'07). 134-142.
Cui, W., Kannan J., & Wang H. (2007).  Automatic Protocol Description Generation from Network Traces. Usenix Security Conference.