Conference LightLDA: Big Topic Models on Modest Computer Clusters 2015 • PROCEEDINGS OF THE 24TH INTERNATIONAL CONFERENCE ON WORLD WIDE WEB (WWW 2015) • 1351-1361 Yuan J, Gao F, Ho Q, Dai W, Wei J, Zheng X, Xing EP, Liu T-Y, Ma W-Y
Conference Linear Time Samplers for Supervised Topic Models using Compositional Proposals 2015 • Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining • 1523-1532 Zheng X, Yu Y, Xing EP
Conference Managed Communication and Consistency for Fast Data-Parallel Iterative Analytics 2015 • ACM SOCC'15: PROCEEDINGS OF THE SIXTH ACM SYMPOSIUM ON CLOUD COMPUTING • 381-394 Wei J, Dai W, Qiao A, Ho Q, Cui H, Ganger GR, Gibbons PB, Gibson GA, Xing EP
Conference Minimizing Nonconvex Non-Separable Functions 2015 • JMLR workshop and conference proceedings • 38:1107-1115 Yu Y, Zheng X, Marchetti-Bowick M, Xing EP
Conference Mining User Interests from Personal Photos 2015 • Proceedings of the ... AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence • 1896-1902 Xie P, Pei Y, Xie Y, Xing E
Conference Petuum: A New Platform for Distributed Machine Learning on Big Data 2015 • Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining • 1335-1344 Xing EP, Ho Q, Dai W, Kim JK, Wei J, Lee S, Zheng X, Xie P, Kumar A, Yu Y
Conference Scalable overlapping community detection in internet-scale networks 2015 • 25th Annual Workshop on Information Technologies and Systems Wits 2015 Yin J, Ho Q, Xing EP
Conference Semantic concept discovery for large-scale zero-shot event detection 2015 • IJCAI International Joint Conference on Artificial Intelligence • 2015-January:2234-2240 Chang X, Yang Y, Hauptmann AG, Xing EP, Yu YL
Conference The human kernel 2015 • Advances in Neural Information Processing Systems • 2015-January:2854-2862 Wilson AG, Dann C, Lucas CG, Xing EP
Conference Asymptotically Exact, Embarrassingly Parallel MCMC 2014 • UNCERTAINTY IN ARTIFICIAL INTELLIGENCE • 623-632 Neiswanger W, Wang C, Xing EP
Journal Article Bayesian Inference with Posterior Regularization and Applications to Infinite Latent SVMs 2014 • Journal of machine learning research • 15:1799-1847 Zhu J, Chen N, Xing EP
Conference Dependent nonparametric trees for dynamic hierarchical clustering 2014 • Advances in Neural Information Processing Systems • 27: Dubey A, Ho Q, Williamson S, Xing EP
Journal Article Diffusion of Lexical Change in Social Media 2014 • PLoS ONE • 9(11): Eisenstein J, O'Connor B, Smith NA, Xing EP
Journal Article Effects of Sample Selection Bias on the Accuracy of Population Structure and Ancestry Inference 2014 • G3: Genes, Genomes, Genetics • 4(5):901-911 Shringarpure S, Xing EP
Journal Article Exploiting Genome Structure in Association Analysis 2014 • Journal of Computational Biology • 21(4):345-360 Kim S, Xing EP
Conference Exploiting iterative-ness for parallel ML computations 2014 1-14 Cui H, Tumanov A, Wei J, Xu L, Dai W, Haber-Kucharsky J, Ho Q, Ganger GR, Gibbons PB, Gibson GA, Xing EP
Conference F lexi F a CT: Scalable Flexible Factorization of Coupled Tensors on Hadoop 2014 109-117 Beutel A, Talukdar PP, Kumar A, Faloutsos C, Papalexakis EE, Xing EP
Conference Fast Distribution To Real Regression 2014 • JMLR workshop and conference proceedings • 33:706-714 Oliva JB, Neiswanger W, Poczos B, Schneider J, Xing E
Conference Fugue: Slow-Worker-Agnostic Distributed Learning for Big Models on Big Data 2014 • JMLR workshop and conference proceedings • 33:531-539 Kumar A, Beutel A, Ho Q, Xing EP
Journal Article Graph Estimation From Multi-Attribute Data 2014 • Journal of machine learning research • 15:1713-1750 Kolar M, Liu H, Xing EP
Journal Article GWAS in a Box: Statistical and Visual Analytics of Structured Associations via GenAMap 2014 • PLoS ONE • 9(6): Xing EP, Curtis RE, Schoenherr G, Lee S, Yin J, Puniyani K, Wu W, Kinnaird P
Conference Hierarchical Feature Hashing for Fast Dimensionality Reduction 2014 • Proceedings / CVPR, IEEE Computer Society Conference on Computer Vision and Pattern Recognition. IEEE Computer Society Conference on Computer Vision and Pattern Recognition • 2051-2058 Zhao B, Xing EP
Journal Article High-Dimensional Feature Selection by Feature-Wise Kernelized Lasso 2014 • Neural Computation • 26(1):185-207 Yamada M, Jitkrittum W, Sigal L, Xing EP, Sugiyama M
Conference Joint Summarization of Large-scale Collections of Web Images and Videos for Storyline Reconstruction 2014 • Proceedings / CVPR, IEEE Computer Society Conference on Computer Vision and Pattern Recognition. IEEE Computer Society Conference on Computer Vision and Pattern Recognition • 4225-4232 Kim G, Sigal L, Xing EP
Conference Language Modeling with Power Low Rank Ensembles 2014 1487-1498 Parikh AP, Saluja A, Dyer C, Xing E
