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Last Updated on Febuary 26th, 2012 |
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Yumao Lu |
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Ph. D. (UCLA 2005) |
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Principal Development Lead |
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Microsoft Sillicon Valley Center |
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1065 La Avenida Ave |
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Mountain View, CA 94043 |
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Email: yumao.lu@ucla.edu |
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Tel. (650)693-1948 |
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Yumao Lu is currently a Principal Development Lead at Microsoft Sillicon Valley Center in Mountain View, Califorinia. Before joining Microsoft in August 2010, he was a Senior Scientist at Yahoo! Labs in Sunnyvale, California. He obtained his Ph. D. degree in Electrical Engineering from the University of California Los Angeles in 2005. His research has been on computational models for large scale systems and its applications in machine learning, information retrieval, natural language processing, and their intersections.
Natural Language Processing (NLP) and Information Retrieval (IR) and their intersection;
Machine Learning, Computational Models for Large Scale System;
Search Relevance, Query Rewriting, User and Intent Modeling
Learning to Rank, Text Mining, Semantic Text Matching;
Operations Research, Semi-definite Programming;
Principal Development Lead, Microsoft, Bing, Mountain View, California, Aug. 2010-present.
Senior Scientist, Yahoo! Labs, Search Sciences, Sunnyvale, California, Dec. 2005-Aug 2010.
Temporary Technical Staff, Siemens Corporate Research, Department of Intelligent Vision and Reasoning, Princeton, New Jersey, Dec. 2004- Sept. 2005.
Ph. D. in Electrical Engineering, Electrical Engineering, University of California, Los Angeles, 2005.
M. Phil. in Industrial Engineering and Engineering Management, Industrial Engineering and Logistics Management, Hong Kong University of Science and Technology, 2001.
B. Eng. in Automatic Control, Department of Control Science and Engineering, Huazhong University of Science and Technology, 1999.
Fuchun Peng, Nawaaz Ahmed, Xin Li, and Yumao Lu, Word Pluralization Handling in Query for Web Search, Patent No. 7,996,410, 2011.
Yumao Lu, Nawaaz Ahmed, Fuchun Peng, Marco Zagha, Query Identification and Normalization for Web Search, Patent No. 7,974,971, 2011.
Fuchun Peng, Nawaaz Ahmed, Yumao Lu, and Marco Zagha, Predictive Stemming for Web Search with Statistical Machine Translation Models, Patent No. 7,788,276, 2010.
Yumao Lu, Nawaaz Ahmed, Fuchun Peng and Marco Zagha Local Query Identification and Normalization for Web Search, Patent No. 7,769,746, 2010.
Yumao Lu, Fuchun Peng, Xin Li, and Nawaaz Ahmed, Techniques for Navigational Query Identification, Patent No. 7,693,865, 2010.
Xin Li, Nawaaz Ahmed, Fuchun Peng, and Yumao Lu, Query Rewriting with Spell Correction Suggestions Using a Generated Set of Query Features, Patent No. 7,630,978, 2009.
Lin Hong, Yumao Lu and Hong Shen, System and Method for Detecting Ground Glass Nodules in Medical Images, Patent No. 7,555,152, 2009.
Yumao Lu, Nawaaz Ahmed, Fuchun Peng, and Marco Zagha, Query Processing For Web Search, Application No. 12/694,515, Filed on July. 1st, 2011
Yumao Lu, Fuchun Peng, and Benoit Dumoulin, Personalize Search Results for Search Queries with General Implicit Local Intent, Application No. 12/694,515, Filed on Jan. 27, 2010
Yumao Lu, Lei Duan, Fan Li, Benoit Dumoulin and Xing Wei, Semantic and Text Matching Techniques for Network Search, Application No. 12/563,357, Filed on Sept 21, 2009
Yumao Lu, Detect, Index, and Retrieve Term-Group Attributes for Network Search, Application No. 12/563,347, Filed on Sept 21, 2009
Huihsin Tseng, Longbin Chen, Yumao Lu, and Fuchun Peng, Query-URL N-Gram Features in Web Ranking, Application No. 12/541,063, Filed on Aug. 13 2009
Yumao Lu, Fuchun Peng, and Benoit Dumoulin, Predictive Person Name Variants for Web Search with Statistical Machine Translation Models, Application No. 12/480,628, Filed on Jun. 8 2009
Yumao Lu and Benoit Dumoulin, System and Method for Ranking Web Searches with Quantified Semantic Features, Yahoo! Inc., Application No. 12/360,016, Filed on Jan. 26 2009
Fuchun Peng, Xing Wei, Yumao Lu, Xin Li, Donald Metzler, Hang Cui and Benoit Dumoulin, System and Method for Improved Search Relevance Using Proximity Boosting, Application No. 12/360,008, Filed on Jan. 26 2009
Yumao Lu and Benoit Dumoulin, Topical Ranking in Information Retrieval, Application No. 12/354,533, Filed on Jan. 15 2009
Yumao Lu and Benoit Dumoulin, Selective Term Weighting for Web Search Based on Semantic Parsing, Application No. 12/256,371, Filed on Oct. 22 2008
Yumao Lu and Benoit Dumoulin, Automatic Query Concepts Identification and Drifting for Web Search, Application No. 12/252,220, Filed on Oct. 15 2008
Yumao Lu, Nawaaz Ahmed, Fuchun Peng and Benoit Dumoulin, Name Verification Using Machine Learning, Application No. 12/060,154, Filed on Mar. 31 2008
Fuchun Peng, Yumao Lu, Nawaaz Ahmed, and Bin Tan, Multi-Term Search Result with Unsupervised Query Segmentation Method and Apparatus, Application No. 12/048,715, Filed on Mar. 14 2008
Yumao Lu, Nawaaz Ahmed, Fuchun Peng, and Xin Li, Method and Apparatus for Performing Multi-Phase Ranking of Web Search Results by Re-Ranking Results Using Feature and Label Calibration, Application No. 11/942,410, Filed on Nov. 19 2007.
Xing Wei, Fuchun Peng, Huishin Tseng, Yumao Lu, Xuerui Wang, and Benoit Dumoulin, 2010, "Search with Synonyms: Problems and Solutions", The 23rd International Conference on Computational Linguistics (COLING 2010), Beijing, China, August 2010
Yumao Lu, Fuchun Peng, Xing Wei and Benoit Dumoulin, 2010, "Personalize Web Search Results with User's Location", The 33rd Annual ACM SIGIR Conference (SIGIR 2010), (poster), Geneva, Switzerland, July 2010
Xing Wei, Fuchun Peng, Huihsin Tseng, Yumao Lu, and Benoit Dumoulin, 2009, "Context Sensitive Synonym Discovery for Web Search Queries", The 18th ACM Conference on Information and Knowledge Management (CIKM 2009), (short paper), Hong Kong, November 2009
Yumao Lu, Fuchun Peng, Gilad Mishne, Xing Wei, and Benoit Dumoulin, 2009, "Improving Web Search Relevance with Semantic Features", The 14th Annual International ACM SIGDAT Conference on Empirical Methods in Natural Language Processing (EMNLP 2009), (Oral Presentation), Singapore, August 2009
Yumao Lu, Vwani Roychowdhury and Lieven Vandenberghe, 2008, "Distributed Parallel Support Vector Machines in Strongly Connected Networks", IEEE Transactions on Neural Networks, vol. 19, no. 7, pp 1167-1178, July 2008
Yumao Lu, and Vwani Roychowdhury, 2008, "Parallel Randomized Sampling for Support Vector Machine (SVM) and Support Vector Regression (SVR)", Knowledge and Information Systems, vol. 14, no. 2, pp 233-247, 2008
Fuchun Peng, Nawaaz Ahmed, Xin Li, and Yumao Lu, 2007, "Context Sensitive Stemming for Web Search", The 30th Annual International ACM SIGIR Conference on Research & Development on Information Retrieval (SIGIR 2007), (Acceptance rate 17.5%), Amsterdam, Netherlands, July 2007
Yumao Lu, Fuchun Peng, Xin
Li and Nawaaz Ahmed, 2006, "Coupling Feature Selection and Machine
Learning Methods for Navigational Query Identification", ACM Fifteenth Conference on
Information and Knowledge Management (CIKM 2006), (Acceptance rate
15%),
Yumao Lu and Vwani Roychowdhury, 2006, "Parallel Randomized Support Vector Machine", Nominated Paper for Best Student Paper Award , The 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2006), (Acceptance rate 19.9%), Singapore, April 2006, Lecture Notes in Computer Science, Springer Berlin / Heidelberg, vol. 3918, pp 205-214, 2006
Liming Liu and Yumao Lu, 2004, "Dynamic Traffic Control for Web-Server Networks", Computer Networks, Vol. 45, No. 4, pp. 532-536.
Yumao Lu, 1999, "Seven Often Used Techniques in Rebutment", Speech and Eloquence (in Chinese), ISBN 1006-4699, pp. 28-30, April, 1999.
Nominated Paper for Best Student Paper Award, (5 out of 501 papers), The 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Singapore, 2006.
National First Prize, National Instrument Society of China, China, 1998.
National Champion, First National University TV Debate Championship, Beijing, China, 1997.
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Program Committee |
SIGIR 2010 Workshop on Query Representation and Understanding |
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Committee Member |
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Committee Member |
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22nd Conference on Uncertainty in Artificial Intelligence (UAI 2006) |
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Teaching Fellow: EE 131A, Spring 2003, Fall 2003, Spring 2004 |
Probability |
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Teaching Assistant: IEEM 230, Spring 2000 |
Industrial Data System |
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Teaching Assistant: IEEM 230, Spring 2000 |
Computing in Industrial Applications |
Statistical Machine Learning
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CS 276A |
Pattern Analysis and Machine Intelligence |
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STATS M231 |
Pattern Recognition and Machine Learning |
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STATS 216 |
High Dimensinal Data Analysis |
Operations Research (Optimization)
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EE 236A |
Linear Programming |
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EE 236B |
Nonlinear Programming |
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EE 236C |
Optimization in Large Scale System |
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EE 232E |
Graphs and Networks Flow |
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IEEM 525 |
Stochastic Models in Operations Research |
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IEEM 610G |
Dynamic Programming |
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ELEC 530 |
Stochastic Proces |
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IEEM 610J |
Survey of Stochastic Process |
Signal Processing
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EE 211A |
Digital Image Processing I |
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EE 211B |
Digital Image Processing II |
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EE M214A |
Digital Speech Processing |
Communications
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EE 232A |
Stochastic Telecommunication System |
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EE 232B |
Telecommunication Switching and Queueing System |
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EE 232E |
Graphs and Networks Flow |
Data System
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IEEM 511A |
Information System Design |
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CS 240A |
Data and Knowledge Base |
Join my professional network. Be Friends, Stay Linked
Dr. Yumao Lu, my official site
Yumao on Facebook, me on Facebook
 
Supervisors' Sites
Prof. Vwani Roychowdhury, my supervisor at UCLA
Prof. Lieven Vandenberghe, my supervisor at UCLA
Prof. Liming Liu, my supervisor at HKUST
 
My Current Work