Limin YAO's Homepage
Limin Yao
Department of Computer Science
University of Massachusetts Amherst
140 Governors Drive
University of Massachusetts
Amherst, MA 01003
Email: lmyao AT cs DOT umass DOT edu
I am a PhD student, working with Professor Andrew McCallum, started in August 2008 (expect to graduate in summer 2014). Here is my CV.
Education
08/2008 - present, PhD, Computer Science, University of Massachusetts, Amherst, MA.
08/2005 - 07/2008, M.E., Computer Science, Tsinghua University, China.
09/2001 - 07/2005, B.E., Computer Science, Xi'an Jiaotong University, China
Research Interests
Information extraction (especially relation extraction), Natural language processing, Semi-supervised learning.
Research Experience
Research Assistant, Umass Amherst, Aug. 2008 - Present
Research Intern at Watson group, IBM, Jul. 2012 - Sep. 2012
Intern at Information Retrieval Group of Microsoft Research Cambridge, Jun. 2009 - Aug. 2009
Intern at Natural Language Computation Group of Microsoft Research Asia, Aug. 2006 - Jan. 2007
Selected Publications
Sebastian Riedel, Limin Yao, Andrew McCallum, Benjamin Marlin. Relation Extraction with Matrix Factorization and Universal Schemas. In Proceedings of NAACL 2013.
Limin Yao, Sebastian Riedel, Andrew McCallum. Probabilistic Databases of Universal Schema. In Proceedings of the AKBC-WEKEX Workshop at NAACL 2012.
Limin Yao, Sebastian Riedel, Andrew McCallum.
Unsupervised Relation Discovery with Sense Disambiguation. In Proceedings of ACL 2012.
Limin Yao, Aria Haghighi, Sebastian Riedel, Andrew McCallum.
Structured Relation Discovery using Generative Models. In Proceedings of EMNLP 2011, Edinburgh, UK.
Limin Yao, Sebastian Riedel, Andrew McCallum.
Collective Cross-Document Relation Extraction Without Labelled Data. In Proceedings of EMNLP 2010. [spotlight] [poster]
Sebastian Riedel, Limin Yao, Andrew McCallum.
Modeling Relations and Their Mentions without Labeled Text. In Proceedings of ECML/PKDD 2010.
Sameer Singh, Limin Yao, Sebastian Riedel, Andrew McCallum.
Constraint-Driven Rank based Learning for Information Extraction. In Proceedings of NAACL 2010.
Limin Yao, David Mimno, Andrew McCallum.
Efficient Methods for Topic Model Inference on Streaming Document Collections. In Proceedings of SIGKDD 2009, Paris, France. Corrections from David Mimno
Jie Tang, Limin Yao, Dewei Chen.
Multi-topic based Query-oriented Summarization. In Proceedings of SDM 2009.
Jie Tang, Jing Zhang, Limin Yao, Juanzi Li, Li Zhang, Zhong Su. Extraction and Mining of Academic Social Network. In Proceedings of SIGKDD 2008.
Limin Yao, Jie Tang, Juanzi Li. The Entire Solution Path for Support Vector Machine in Positive and Unlabeled Classification. Journal of Tsinghua Science and Technology, 2008
Jie Tang, Jing Zhang, Limin Yao, Juanzi Li. Extraction and Mining of an Academic Social Network. (Poster Paper). In Proceedings of WWW 2008.
Jie Tang, Duo Zhang, Limin Yao. Social Network Extraction of Academic Researchers. In Proceedings of ICDM 2007.
Limin Yao, Jie Tang, Juanzi Li. A Unified Approach to Researcher Profiling. In Proceedings of Web Intelligence 2007, Silicon Valley, CA, US.
Limin Yao, Mu Li, Changning Huang. Improving Chinese Chunking with Enriched Statistical and Morphological Knowledge. NLP-KE 2007.
Awards
Outstanding Accomplishments in Search and Mining Award sponsored by Yahoo!, 2011-2012
KDD Student Travel Award and Google Diversity Award, 2009
First National Prize for excellent performance in study (top 5%)
Excellent Graduate Student Award in Shaanxi Province (top 5%)
First Prize in Mathematical Competition in Shaanxi Province (top 10%)
Enterprise Scholarship sponsored by China National Petroleum Company (top 5%)
First class scholarship of Xi'an Jiaotong University (top 8%)
Personal
Interested in blogging, hiking, traveling, and contra dance
My Blog