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Tuyen Ngoc Huynh

Research Scientist
Jon von Neumann Institute
Vietnam National University Ho Chi Minh City

Email: hntuyen@gmail.com



Hi, welcome to my homepage. I come from Ho Chi Minh CityVietnam. My name in Vietnamese is Huỳnh Ngọc Tuyên. I did my PhD at the Department of Computer ScienceThe University of Texas at Austin under the supervision of Prof. Raymond J. Mooney

Research Interests

  • Markov Logic Networks: discriminative weight and structure learning
  • Lifted Interference: lifted variation inference for graphical models


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:

  1. Hung H. Bui and Tuyen N. Huynh and Sebastian Riedel. (2013). Automorphism Groups of Graphical Models and Lifted Variational Inference. In Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence (UAI 2013)July 2013. [PDF] [Slides]
  2. 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][Slides]
  3. Tuyen N. Huynh and Raymond J. Mooney. (2011)Online Structure Learning for Markov Logic NetworksIn Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2011), September 2011. [PDF][Slides][Code]
  4. Tuyen N. Huynh and Raymond J. Mooney. (2011)Online Max-Margin Weight Learning for Markov Logic NetworksIn Proceedings of the Eleventh SIAM International Conference on Data Mining (SDM11), Mesa, Arizona, USA, April 2011. [PDF] [Slides][Code]
  5. 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][Code]
  6. Tuyen N. Huynh and Raymond J. Mooney. (2008)Discriminative Structure and Parameter Learning for Markov Logic Networks. InProceedings of the 25th International Conference on Machine Learning (ICML-2008) , Helsinki, Finland, July 2008. [PDF] [Slides][Code]
  7. Lilyana Mihalkova and 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][Code]
  8. 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. InContributions to the 13th International Conference on Conceptual Structures, pp. 27-40, July 18-22, 2005, Kassel, Germany.

Workshop papers:

  1. Hung H. Bui and Tuyen N. Huynh and Sebastian Riedel. (2012)Automorphism Groups of Graphical Models and Lifted Variational Inference.  In Proceedings of  2nd Workshop on Statistical Relational AI at UAI-2012 (StaRAI-12). [PDF]
  2. Tuyen N. Huynh and Raymond J. Mooney. (2010)Online Max-MarginWeight Learning with Markov Logic NetworksIn Proceedings ofAAAI-10 Workshop on Statistical Relational AI (Star-AI 10). [PDF] [Slides]
  3. Tuyen N. Huynh and Raymond J. Mooney. (2009). Max-Margin Weight Learning for Markov Logic Networks. In Proceedings of theInternational Workshop on Statistical Relational Learning (SRL-2009). [PDF]


Education

Ph.D. in Computer Science, Department of Computer SciencesUniversity of Texas at Austin, 08/2007 - 05/2011

Portfolio in Applied Statistical Modeling, Division of Statistics and Scientific ComputationUniversity of Texas at Austin, 05/2011

M.S. in Computer Science, Department of Computer SciencesUniversity of Texas at Austin, 08/2005 - 05/2007

B.Eng. in Information Technology, Department of Information TechnologyHo 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.


Professional Service

  • Program Committee: IJCAI (2011, 2013), ACML (2012), AAAI (2012, 2014), StaRAI (2013)
  • Reviewer: Machine Learning Journal (2012), AAAI (2010), INFORMS Journal on Computing (2010), ICML (2009), NIPS (2008), Journal of Information Systems Research (2008) 

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