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Research area :
Graphical models |
Non-parametric Bayesian |
Mixture models & topic models |
Graph & network modelling & learning |
Structured I/O learning |
Clustering, classification and metric learning |
Active and transductive learning |
Variational methods |
Miscellaneous
2008:
André F.T. Martins, Dipanjan Das, Noah A. Smith, Eric P. Xing, Stacking Dependency Parsers,
Proceedings of Conference on Empirical Methods in Natural Language Processing (EMNLP 2008)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
Jun Zhu, Eric Xing, Bing Zhang, Partially Observed Maximum Entropy Discrimination Markov
Networks., Proceeding of the 22nd Neural
Information Processing Systems (NIPS 2008)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
Edo Airoldi, David Blei, Steve Fienberg, Eric Xing, Mixed Membership
Stochastic Blockmodel, Proceeding of the 22nd Neural
Information Processing Systems (NIPS 2008)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
Amr Ahmed, Kai Yu, Wei Xu, Yihong Gong, Eric Xing, Training
Hierarchical Feed-forward Visual Recognition Models Using Transfer
Learning from Pseudo-Tasks. Proceeding of the 10th European
Conference of Computer Vision (ECCV 2008)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
W.-H. Lin, E. P. Xing, and A. Hauptmann, A Joint Topic and Perspective Model for
Ideological Discourse, Proceedings of the European Conference on Machine Learning and
Principles and Practice of Knowledge Discovery in Databases
(ECML PKDD 08)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
R. Nallapati, A. Ahmed, E. P. Xing, and W. Cohen, Sparse Feature Joint
Latent Topic Models for text and citations, Proceedings of The Fourteen
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, (KDD 2008)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
M.-F. Balcan, S. Hanneke, J. Wortman, The True Sample Complexity of Active Learning,
Proceedings of the 21st Annual Conference on Learning Theory (COLT 2008)
Winner of the Mark Fulk Best Paper Award
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A. Martins, M. Figueiredo, P. Aguiar, N. A. Smith
and E. P. Xing, Nonextensive Entropic Kernels, Proceedings of
the 25th International Conference on Machine Learning (ICML 2008)
Longer version available as CMU-MLD Technical Report 08-106
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P. Ray, S. Shringarpure, M. Kolar and E. P. Xing, CSMET: Comparative Genomic Motif
Detection via Multi-Resolution Phylogenetic Shadowing, PLoS Computational Biology (2008),
Vol 4 (6), June 2008
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E. Airoldi, D. Blei, S. Fienberg and E. P. Xing, Mixed Membership Stochastic Blockmodels,
Journal of Machine Learning Research (2008), to appear
PDF | Presentation | Project URL | Publication URL | Bibtex
PDF | Presentation | Project URL | Publication URL | Bibtex
F. Guo, L. Li, C. Faloutsos and E. P. Xing, C-DEM: A Multi-Modal Query
System for Drosophila Embryo Databases, Proceedings of The 34th
International Conference on Vary Large Data Bases (VLDB2008)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
A.Ahmed and E. P. Xing, Dynamic Non-Parametric Mixture Models and the Recurrent Chinese
Restaurant Process, Proceedings of The Eighth SIAM International Conference on Data Mining
(SDM 2008)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
Z. Guo, Z. Zhang, E. P. Xing and C. Faloutsos, Semi-supervised Learning
Based on Semiparametric Regularization, Proceedings of The Eighth SIAM
International Conference on Data Mining (SDM 2008)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
T. Lin, P. Ray, G. K. Sandve, S. Uguroglu, and E. P. Xing,
BayCis: a Bayesian hierarchical HMM for cis-regulatory module decoding in
metazoan genomes, Proceedings of the Twelfth Annual International Conference on
Research in Computational Molecular Biology (RECOMB2008)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
J. Yang, R. Yan, Y. Liu,
and E. P. Xing, Harmonium Models for Video Classification, Journal of
Statistical Analysis and Data Mining, Vol 1, issue 1, p23-37, 2008
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
2007:
M.-F. Balcan, E. Even-Dar, S. Hanneke, M. Kearns, Y. Mansour, J. Wortman, Asymptotic Active Learning,
NIPS Workshop on Principles of Learning Problem Design 2007. (NIPS-WPLPD 07)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
B. Zhao and E. P. Xing, HM-BiTAM: Bilingual Topic Exploration, Word
Alignment, and Translation, Advances in Neural Information Processing
Systems 20 (NIPS2007)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
L. Chang, N. Pollard,
T. Michell and E. P. Xing, Feature selection for grasp recognition from
optical markers, Proceedings of the 2007 IEEE/RSJ Intl. Conference on
Intelligent Robots and Systems, 2007 (IROS2007)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
S. Hanneke,
A Bound on the Label Complexity of Agnostic Active Learning.
Proceedings of the 24th Annual International Conference on Machine Learning
(ICML 2007)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
F. Guo, S. Hanneke,
W. Fu and E. P. Xing, Recovering Temporally Rewiring Networks: A
model-based approach, Proceedings of the 24th International Conference
on Machine Learning (ICML 2007)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
L. Gu, E. P. Xing, and T.
Kanade, Learning GMRF Structures for Spatial Priors, Proceedings of the
IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2007)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
S. Hanneke,
Teaching Dimension and the Complexity of Active Learning,
Proceedings of the 20th Annual Conference on Learning Theory (COLT 2007)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
Z. Guo, Z. Zhang,
E. P. Xing, C. Faloutsos, Enhanced Max Margin Learning on Multimodal
Data Mining in a Multimedia Database, The Thirteenth ACM SIGKDD
International Conference on Knowledge Discovery and Data Mining (KDD
2007)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
Z. Guo, Z. Zhang,
E. P. Xing, C. Faloutsos, A Max Margin Framework on Image Annotation
and Multimodal Image Retrieval, IEEE International Conference on
Multimedia & Expo (ICME 2007)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
A. Ahmed and E. P. Xing,
On Tight Approximate Inference of Logistic-Normal Admixture Model,
Proceedings of the Eleventh International Conference on Artifical
Intelligence and Statistics (AISTAT 2007)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
J. Yang, Y. Liu, E. P. Xing and
A. Hauptmann, Harmonium-Based Models for Semantic Video Representation
and Classification , Proceedings of The Seventh SIAM International
Conference on Data Mining (SDM 2007)
Recipient of the BEST PAPER Award
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2006:
J-Y Pan, A. Balan, E.P. Xing,
A. Traina and C. Faloutsos, Automatic Mining of Fruit Fly Embryo
Images, The Twelfth ACM SIGKDD International Conference on Knowledge
Discovery and Data Mining (KDD 2006)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
B. Zhao and E.P
Xing, BiTAM: Bilingual Topic AdMixture Models for Word Alignment, The
joint conference of the International Committee on Computational
Linguistics and the Association for Computational Linguistics (ACL
2006)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
S. Hanneke,
An Analysis of Graph Cut Size for Transductive Learning, Proceedings of
the 23rd International Conference on Machine Learning (ICML 2006)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
S. Hanneke and
E.P Xing, Discrete Temporal Models of Social Networks, In proceedings
of the Workshop on Statistical Network Analysis, the 23rd International
Conference on Machine Learning (ICML-SNA 2006)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
F. Guo and E.P Xing, Bayesian Exponential Family Harmoniums, CMU-MLD Technical Report 06-103
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
E.M. Airoldi, D.M. Blei, S.E.
Fienberg, E.P. Xing, Latent mixed-membership allocation models of
relational and multivariate attribute data, Valencia & ISBA Joint
World Meeting on Bayesian Statistics (2006)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
2005:
E.P. Xing, On Topic Evolution. CMU-CALD Technical Report 05-115
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
E.P. Xing, Dynamic Nonparametric Bayesian Models and the Birth-Death Process. CMU-CALD Technical Report 05-114
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
F. Li, Y. Yang and E. P. Xing, From Lasso regression to Feature vector machine,
Advances in Neural Information Processing Systems 18 (NIPS2005)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
E. Airoldi, D. Blei,
E.P. Xing and S. Fienberg, A Latent Mixed Membership Model for
Relational Data. Workshop on Link Discovery: Issues, Approaches and
Applications (LinkKDD-2005)
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide) | Citations
PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide) | Citations
E.P. Xing, R. Yan and A. G.
Hauptmann, Mining Associated Text and Images with Dual-Wing Harmoniums.
Uncertainty in Artificial Intelligence, 2005 (UAI2005)
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
B. Zhao,
E.P Xing, and A. Waibel, Bilingual Word Spectral Clustering for
Statistical Machine Translation. ACL-Workshop-WPT, Ann Arbor MI, 2005
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)
2004:
E.P. Xing, Probabilistic graphical models and algorithms for genomic analysis
Ph.D. Thesis, University of California, Berkeley, July 2004
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PDF | Presentation | Project URL | Publication URL | Bibtex (show/hide)