Tuyen Ngoc Huynh
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Hi, welcome to my homepage. I come from Ho Chi Minh City, Vietnam. My name in Vietnamese is Huỳnh Ngọc Tuyên. I am currently a PhD candidate at the Department of Computer Science, The University of Texas at Austin. My adviser is Prof. Raymond J. Mooney.
Research interests and publications
My current research is on improving the accuracy and scalability of discriminative learning methods for Markov Logic Networks. Besides, I am also interested in Bayesian Statistics, Optimization, Computer Vision, Computational Linguistics, and Bioinformatics.
Refereed conference papers:
Tuyen N. Huynh, and Raymond J. Mooney. (2011). Online Max-Margin Weight Learning for Markov Logic Networks. To appear in Proceedings of the Eleventh SIAM International Conference on Data Mining (SDM11), Mesa, Arizona, USA, April 2011.
Tuyen N. Huynh, and Raymond J. Mooney. (2009). Max-Margin Weight Learning for Markov Logic Networks. In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD-09), Bled, Slovenia, September 2009. [PDF]
Tuyen N. Huynh, and Raymond J. Mooney. (2008). Discriminative Structure and Parameter Learning for Markov Logic Networks. In Proceedings of the 25th International Conference on Machine Learning (ICML-2008) , Helsinki, Finland, July 2008. [PDF]
Lilyana Mihalkova, Tuyen Huynh, and Raymond Mooney. (2007). Mapping and Revising Markov Logic Networks for Transfer Learning. In Proceedings of the 22nd Conference on Artificial Intelligence (AAAI-2007), Vancouver, Canada, July 2007. [PDF]
Cao, T.H. & Do, H.T. & Pham, B.T.N. & Huynh, T.N. & Vu, D.Q. (2005). Conceptual graphs for knowledge querying in VN-KIM. In Contributions to the 13th International Conference on Conceptual Structures, pp. 27-40, July 18-22, 2005, Kassel, Germany.
Tuyen N. Huynh, and Raymond J. Mooney. (2010). Online Max-MarginWeight Learning with Markov Logic Networks. In Proceedings of AAAI-10 Workshop on Statistical Relational AI (Star-AI 10). [PDF]
Tuyen N. Huynh, and Raymond J. Mooney. (2009). Max-Margin Weight Learning for Markov Logic Networks. In Proceedings of the International Workshop on Statistical Relational Learning (SRL-2009). [PDF]
Ph.D. in Computer Science, Department of Computer Sciences, University of Texas at Austin, 08/2007 - Present
M.S. in Computer Science, Department of Computer Sciences, University of Texas at Austin, 08/2005 - 05/2007
B.Eng. in Information Technology, Department of Information Technology, Ho Chi Minh City University of Technology, 09/1999 - 01/2004
Honors and Awards
Vietnam Education Foundation Fellowship, May 2005.
University Silver Medal, Ho Chi Minh City University of Technology, April 2004.
University Scholarships for Outstanding Academic Performance, 1999-2004.
STA 380: Bayesian Statistics/Econometrics
SSC 380D: Statistical Methods II
EE 381V: Convex Optimization: Theory and Applications
ORI 391Q.1: Nonlinear Programming (Audit)
SSC 384: Bayesian Statistical Methods (Audit)
CS 395T: Computational Statistics with Application to Bioinformatics
CS 386W: Wireless Networking
CS 395T: Data Mining - A Statistical Learning Perspective
CS 395T: Object Recognition
M 384D: Mathematical Statistics II
CS 395T: Computational Learning Theory
CS 395T: Probability and Statistics for Computer Science
CS 352: Computer Architecture
M 384C: Mathematical Statistics I
CS 380C: Compilers
CS 388G: Algorithms: Techniques and Theory
EE 380L: Data Mining
CS 381K: Artificial Intelligence
CS 391L: Machine Learning
M 378K: Introduction Mathematical Statistics