Publications
Export 79 results:
Hindman, B., A. Konwinski, M. Zaharia, A. Ghodsi, A. Joseph, S. Shenker, and I. Stoica,
Nexus: A Common Substrate for Cluster Computing,
, Submitted.
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,
"Misleading learners: Co- opting your spam filter",
Machine Learning in Cyber Trust: Security, Privacy, Reliability, In Press.
Huang, L., D. Yan, M. I. Jordan, and N. Taft,
"spectral clustering with perturbed data",
Advances in Neural Information Processing Systems (NIPS), In Press.
Huang, L., D. Yan, M. I. Jordan, and N. Taft,
"spectral clustering with perturbed data",
Advances in Neural Information Processing Systems (NIPS), In Press.
Armbrust, M., A. Fox, R. Griffith, A. D. Joseph, R. Katz, A. Konwinski, G. Lee, D. A. Patterson, A. Rabkin, I. Stoica, et al.,
Above the Clouds: A Berkeley View of Cloud Computing,
, no. UCB/EECS-2009-28: EECS Department, University of California, Berkeley, Feb, 2009.
Abstract
Chun, B-G., G. Iannaccone, G. Iannaccone, R. Katz, G. Lee, and L. Niccolini,
"An Energy Case for Hybrid Datacenters",
HotPower, Big Sky, MT, 10/2009.
Abstract
Altekar, G., and I. Stoica,
"ODR: Output-Deterministic Replay for Multicore Debugging",
Symposium on Operating System Principles (SOSP), Big Sky, MT, ACM, 10/2009.
Hindman, B., A. Konwinski, M. Zaharia, and I. Stoica,
"A Common Substrate for Cluster Computing",
Proceedings of USENIX HotCloud'09: Workshop on Hot Topics in Cloud Computing, San Diego, CA, 06/2009.
Abstract
Armbrust, M., A. Fox, D. Patterson, N. Lanham, H. Oh, B. Trushkowsky, and J. Trutna,
"Scads: Scale-independent storage for social computing applications",
Conference on Innovative Data Systems Research (CIDR), 01/2009.
Abstract
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.
Ganapathi, A., H. Kuno, U. Daval, J. Wiener, A. Fox, M. Jordan, and D. Patterson,
"Predicting Multiple Performance Metrics for Queries: Better Decisions Enabled by Machine Learning",
ICDE 2009, 2009.
Abstract
Ganapathi, A., K. Datta, A. Fox, and D. Patterson,
Using Machine Learning to Auto-tune a Stencil Code on a Multicore Architecture,
, 2009.
Cook, H., K. Asanovic, and D. Patterson,
"Virtual Local Stores: Enabling Software-Managed Memory Hierarchies in Mainstream Computing",
36th International Symposium on Computer Architecture (ISCA 2009), Austin, TX, 2009.
Sutton, C., and M. I. Jordan,
"Probabilistic Inference in Queueing Networks",
In Workshop on Tackling Computer Systems Problems with Machine Learning Techniques (SysML): USENIX Association, 2008.
Abstract
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
Liang, P., D. Klein, and M. I. Jordan,
"Agreement-based learning",
Advances in Neural Information Processing Systems (NIPS), 2008.
Obozinski, G., C. E. Grant, G. R. G. Lanckriet, M. I. Jordan, and W. W. Noble,
"Consistent probabilistic outputs for protein function prediction",
Genome Biology, 2008.
Obozinski, G., C. E. Grant, G. R. G. Lanckriet, M. I. Jordan, and W. W. Noble,
"Consistent probabilistic outputs for protein function prediction",
Genome Biology, 2008.
Liang, P., M. I. Jordan, and D. Klein,
"Probabilistic grammars and hierarhical Dirichlet processes",
The Handbook of APplied Bayesian Analysis: Oxford University Press, 2008.
Mackey, L.,
"Deflation Methods for Sparse PCA",
Neural Information Processing Systems (NIPS'08), Vancouver, Canada, pp. 1-8, 12/2008.
Abstract
Lacoste-Julien, S., F. Sha, and M. I. Jordan,
"Discriminative learning for dimensionality reduction and classification",
Neural Information Processing Systems (NIPS'08), Vancouver, Canada, 12/2008.
Abstract
Zaharia, M., A. Konwinski, A. Joseph, R. Katz, and I. Stoica,
"Improving MapReduce Performance in Heterogeneous Environments",
8th Symposium on Operating Systems Design and Implementation (OSDI 2008), San Diego, CA, USENIX Association, pp. 29-42, 12/2008.
Abstract
Bodik, P., M. Goldszmidt, and A. Fox,
"HiLighter: Automatically Building Robust Signatures of Performance Behavior",
3rd Workshop on Tackling System Problems with Machine Learning Techniques (SysML'08), pp. 1-6, 12/2008.
Abstract
Xu, W., L. Huang, A. Fox, D. Patterson, and M. Jordan,
"Mining Console Logs for Large-Scale System Problem Detection",
3rd Workshop on Tackling System Problems with Machine Learning Techniques (SysML'08), pp. 1-6, 12/2008.
Abstract
Boulon, J., A. Konwinski, R. Qi, A. Rabkin, E. Yang, and M. Yang,
"Chukwa, a large-scale monitoring system",
In Cloud Computing and its Applications (CCA '08), Chicago, IL, pp. 1-5, 10/2008.
Abstract