.
[ Research | Education | Honors and Awards | Links ]
Hi, welcome to my homepage. I come from Ho Chi
Minh City, Vietnam. My name in Vietnamese is Huỳnh Ngọc Tuyên. I did my PhD at the Department of
Computer Science, The University of Texas at Austin under the
supervision of Prof.
Raymond J. Mooney. In June 2011, I join SRI International as
a computer scientist.
Research interests and
publications
Research interests
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.
Publications
PhD dissertation:
Tuyen N. Huynh (2011). Improving the Accuracy and
Scalability of Discriminative Learning Methods for Markov Logic Networks.
PhD Thesis, Department of Computer Science, University of Texas at
Austin, May 2011. [PDF] [Slides]
Refereed conference papers:
- Hung H. Bui and Tuyen N. Huynh and
Rodrigo de Salvo Braz. (2012). Exact Lifted Inference with Distinct
Soft Evidence on Every Object . In Proceedings of the Twenty-Sixth
Conference on Artificial Intelligence (AAAI-12), July 2012. [PDF]
- Tuyen N. Huynh and Raymond J. Mooney. (2011). Online
Structure 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 2011),
September 2011. [PDF]
- Tuyen N. Huynh, and Raymond J. Mooney. (2011). Online
Max-Margin Weight Learning for Markov Logic Networks. In Proceedings
of the Eleventh SIAM International Conference on Data Mining (SDM11),
Mesa, Arizona, USA, April 2011. [PDF] [Slides]
- 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] [Slides]
- 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] [Slides]
- 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.
Workshop papers:
- Hung H. Bui and Tuyen N. Huynh and
Sebastian Riedel. (2012). Automorphism Groups of Graphical Models and
Lifted Variational Inference . To appear in Proceedings of the
2nd Workshop on Statistical Relational AI at UAI-2012 (StaRAI-12). [Long version with all the proofs]
- 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] [Slides]
- 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]
Education
Ph.D. in Computer Science, Department of
Computer Sciences, University of Texas at Austin, 08/2007 - 05/2011
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.
