Survey
* Your assessment is very important for improving the work of artificial intelligence, which forms the content of this project
* Your assessment is very important for improving the work of artificial intelligence, which forms the content of this project
Yu Su Ph.D. Candidate, Department of Computer Science University of California, Santa Barbara 6920 Whittier Dr., Apt 130 Goleta, CA, USA 93117 Tel: +1 (805) 886-7320 Email: [email protected] Website: http://cs.ucsb.edu/~ysu/ RESEARCH INTERESTS I have broad interests in understanding formal knowledge, free text, and their interplay. Specifically, I have been working on natural language interfaces/question answering for knowledge bases, web tables, and web APIs, using machine learning (deep learning in particular) and natural language processing techniques. I'm also interested in general graph problems like graph kernels. EDUCATION 09/2012 - Present, University of California, Santa Barbara (UCSB), USA Ph.D. Candidate, Computer Science Advisor: Prof. Xifeng Yan 09/2008 - 07/2012, Tsinghua University, Beijing, China B.E., Computer Science and Technology GPA: 89.3/100 Rank: 14/117 APPOINTMENTS Research Intern, Microsoft Research Redmond, 06/2016 - 09/2016 Worked with Dr. Ahmed Hassan Awadallah, Dr. Patrick Pantel, and Dr. Michael Gamon on learning natural language interfaces for web APIs from zero users and data. Submitted to WWW’17. Research Intern, U.S. Army Research Laboratory, 05/2015 - 06/2015, 09/2015 - 11/2015, 05/2016 - 06/2016 Worked with Dr. Brian Sadler and Dr. Michelle Vanni on benchmarking question answering systems, text network construction, and visual question answering. Published in EMNLP’16 and SPIE Defense+Security’16. Research Intern, IBM T.J. Watson Research Center, 06/2015 - 09/2015 Worked with Dr. Mudhakar Srivatsa on exploiting user feedback in knowledge graph search and benchmarking question answering systems. Published in KDD’15 and EMNLP’16. Research Assistant, Dept. of Computer Science, UCSB, 06/2013 - Present Working with Prof. Xifeng Yan on natural language interfaces for structured data including knowledge bases, web tables, and web APIs. Teaching Assistant, Dept. of Computer Science, UCSB, 09/2012 - 06/2013 Taught Computer Networking and Object Oriented Programming. Undergraduate Research Assistant, University of Notre Dame, 07/2011 - 09/2011 Worked with Prof. Xiaobo Sharon Hu on energy saving for wireless sensor networks. PUBLICATIONS In Submission 1. Y. Su, A. H. Awadallah, P. Pantel, M. Gamon, M. Khabsa, M. Encarnacion. “Natural Language Interface to Web API: A Learning-From-Zero Approach”. Submitted to WWW’17. 2. I. Gur, S. Yavuz, Y. Su, X. Yan. “Question Answering on Freebase using Long-Short Term Memory with Structure”. Submitted to WWW’17. Refereed Conference Papers 1. Y. Su, H. Sun, B. Sadler, M. Srivatsa, I. Gur, Z. Yan, X. Yan. “On Generating Characteristic-rich Question Sets for QA Evaluation”. In Empirical Methods in Natural Language Processing, 2016 (EMNLP’16 long paper). 2. S. Yavuz, I. Gur, Y. Su, M. Srivatsa, X. Yan. “Improving Semantic Parsing via Answer Type Inference”. In Empirical Methods in Natural Language Processing, 2016 (EMNLP’16 oral). 3. Y. Su, F. Han, R. Harang, X. Yan. “A Fast Kernel for Attributed Graphs”. In Proc. of SIAM International Conference on Data Mining, 2016 (SDM’16 oral). 4. H. Sun, H. Ma, X. He, W.-T. Yih, Y. Su, X. Yan. “Table Cell Search for Question Answering”. In Proc. of the 25st International World Wide Web Conference, 2016 (WWW’16 oral). 5. S. Kase, M. Vanni, J. Knight, Y. Su, X. Yan. “Visual graph query formulation and exploration: a new perspective on information retrieval at the edge”. In Proc. of SPIE 9851, Next-Generation Analyst IV, 2016 (SPIE Defense+Security’16) 6. Y. Su, S. Yang, H. Sun, M. Srivatsa, S. Kase, M. Vanni, X. Yan. “Exploiting Relevance Feedback in Knowledge Graph Search”, In Proc. of the 21st ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining, 2015 (KDD’15 oral). 7. Z. Zhang, L. Zhou, X. Zhao, G. Wang, Y. Su, M. Metzger, H. Zheng, and B. Y. Zhao. “On the Validity of Geosocial Mobility Traces”. Proc. of the 12st ACM Workshop on Hot Topics in Networks, 2013 (HotNets’13). Grant Proposal Writing (Significant Contribution) 1. “NSF III: Small: Knowledge Graph Query Processing and Benchmarking”, National Science Foundation Award Number: NSF IIS 1528175. Xifeng Yan (PI), Grant: $500K, 2015-2018. 2. “Faceted Taxonomy and Search”, funded by the U.S. Army Research Laboratory. Xifeng Yan (PI), Jiawei Han (co-PI), Grant: $1.5M, 2016-2018. AWARDS & HONORS NSF-funded SDM Travel Award, 2016 UCSB LINK Lab Fellowship, UCSB, 2012 Outstanding Graduate, Tsinghua University, 2012 Chinese National Endeavor Fellowship, Tsinghua University, 2009 and 2011 Outstanding Freshmen, Tsinghua University, 2008 (top-10 in the National College Entrance Examination, out of 500K examinees in Hunan Province) TEACHING 1. Guest Lecturer (UCSB) [Fall 2016] Data and Knowledge Bases (CS273) [Spring 2014/Spring 2015/Spring 2016] Advanced Data Mining (CS 291K/290D) 2. Teaching Assistant (UCSB) [Spring 2013] Object-Oriented Design and Implementation (CS 32) [Winter 2013] Network Computing (CS 176B) [Fall 2012] Introduction to Computer Communication Networks (CS 176A) Invited & Conference Talks 1. Learning from Zero: Recent Advances in Bootstrapping Semantic Parsers using Crowdsourcing [10/28/2016] Invited talk at USC/ISI NL Seminar 2. A Fast Kernel for Attributed Graphs [06/05/2016] Talk and Poster at SDM’16, Miami, United States 3. Exploiting Relevance Feedback in Knowledge Graph Search [08/15/2015] IBM T.J. Watson Research Center [08/12/2015] SIGKDD’15, Sydney, Australia. Presented by Prof. Xifeng Yan 4. Search over Large-scale Knowledge Graphs [11/14/2014] Invited talk at IGERT Network Science Seminar, UCSB PROFESSIONAL ACTIVITIES Participation in EMNLP’16, Austin, Nov. 1-5th, 2016 Bay Area Deep Learning School, Stanford, Sept. 24-25th, 2016 SIGKDD’16, San Francisco, Aug. 12-17th, 2016 SDM’16, Miami, May 5-7th, 2016 ICDM’15, Atlantic City, Nov. 14-17th, 2015 ARL Open Campus Open House, Aberdeen, MD, Nov. 3-4th, 2015 SIGKDD’14, New York, Aug. 24-27th, 2014 Reviewer WWW’17 External Reviewer EMNLP’16, CIKM’16, ICDM’16, KAIS’16, KAIS’15, TKDD’15, VLDB’15, LSNA’14, DMKD’14, VLDB’14, ICDM’13 REFERENCES Available upon request