Publications

  1. Y. F. Zeng , Y. H. Pan, H. Mao and J. Luo, Improved Use of Partial Policies for Identifying Behavioral Equivalence, Accepted by the Eleventh International Conference on Autonomous Agents and Multiagent Systems (AAMAS-12), Full Paper, 2012.

  2. Y. F. Zeng , P. Doshi, Exploiting Model Equivalences for Solving Interactive Dynamic Influence Diagrams, Journal of Artificial Intelligence Research, 43:211-255, 2012.

  3. Y. F. Zeng , P. Doshi, Y. H. Pan, H. Mao and M. Chandrasekaran, Utilizing Partial Policies for Identifying Equivalence of Behavioral Models, In Proceedings of The Twenty-Fifth AAAI Conference on Artificial Intelligence (AAAI-11), pp.1083-1088, 2011.

  4. Y. F. Zeng , C. He and Y. P. Xiang, Dynamic Ordering-based Search Algorithm for Markov Blanket Discovery, In Proceedings of The 15th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-11), pp.420-431, 2011.

  5. Y. F. Zeng , Y. K. Chen and P.Doshi, Approximating Behavioral Equivalence of Models Using Top-K Policy Paths, In Proceedings of International Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS-11), pp.1229-1230, 2011.

  6. D. Christensen, H. O. Hansen, J. P. Cordero Hernandez, L. Juul-Jensen, K. Kastaniegaard and Y. F. Zeng , A Data-driven Approach for Resource Gathering in Real-time Strategy Games, In Agent and Data Mining Interaction (ADMI), 2011.

  7. Y. F. Zeng, Y. K. Chen and P. Doshi, Approximating Model Equivalence in Interactive Dynamic Influence Diagrams Using Top-K Policy Paths, In Proceedings of 2011 IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT-11), pp.208-211, 2011.

  8. L. Sun, Y. F. Zeng and Y.P. Xiang, An Influence Diagram Approach for Multiagent Time-Critical Dynamic Decision Modeling, In Proceedings of the Eleventh Pacific Rim International Conference on Artificial Intelligence (PRICAI 2010), pp. 674-680, 2010. (PDF)

  9. Y. F. Zeng and Y.P. Xiang, Time-Critical Decision Making in Interactive Dynamic Influence Diagram, In Proceedings of 2010 IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT 10), pp. 149-156, 2010. (PDF)

  10. P. Doshi, Muthukumaran Chandrasekaran and Y. F. Zeng , Epsilon-Subjective Equivalence of Models for Interactive Dynamic Influence Diagrams, In Proceedings of 2010 IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT 10), pp. 165-172, 2010. (PDF)

  11. Martin Midtgaard, Lars Vinther, Jeppe R. Christiansen, Allan M. Christensen and Y. F. Zeng , Time-based Reward Shaping in Real-Time Strategy Games, In Agent and Data Mining Interaction (ADMI), LNCS/LNAI, Springer, 2010. (PDF)

  12. Muthu Kumaran, P. Doshi and Y. F. Zeng , Approximate Solutions of Interactive Dynamic Influence Diagrams Using epsilon-Behavioral Equivalence. In International Symposium on Artificial Intelligence and Mathematics (ISAIM 2010), Ft. Lauderdale, Florida. (PDF)

  13. Y. F. Zeng and P.Doshi, Model Identification in Interactive Influence Diagrams Using Mutual Information, In Journal of Web Intelligence and Agent Systems (WIAS), 8, pp. 313-327, IOS Press, 2010. (PDF)

  14. Y. F. Zeng, Y. P. Xiang, C.H. Jorge, Y. J. Lin, Learning Local Components to Understand Large Bayesian Networks. In Proceedings of IEEE International Conference on Data Mining (ICDM), pp. 1076-1081, 2009. (PDF)

  15. K. T. Andersen, Y. F. Zeng, D. Tran and D. D. Christensen, Experiments with Online Reinforcement Learning in Real-Time Strategy Games, In Applied Artificial Intelligence: An International Journal, 23(9): 855-871, 2009. (PDF)

  16. Y. F. Zeng and P.Doshi, Speeding Up Exact Solutions of Interactive Dynamic Influence Diagrams Using Action Equivalence, In Proceedings of the Twenty-First International Joint Conference on Artificial Intelligence (IJCAI-09), pp. 1996-2001, 2009. (PDF)

  17. J. R. Olesen, C.H. Jorge and Y. F. Zeng , Auto-Clustering using Particle Swarm Optimization and Bacterial Foraging, In Agent and Data Mining Interaction (ADMI), LNCS/LNAI, pp. 69-83, Springer, 2009. (PDF)

  18. Y. F. Zeng and C.H. Jorge, Spanning Tree Based Attribute Clustering, In Proceedings of the Thirteenth Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-09), pp. 681-688, 2009. (PDF)

  19. P. Doshi and Y. F. Zeng , Improved Approximation of Interactive Dynamic Influence Diagrams Using Discriminative Model Updates, In Proceedings of the Ninth International Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS 09), pp. 907-914 , 2009. (PDF)

  20. Y. F. Zeng , Y.P Xiang and P. Saulius, Refinement of Bayesian Network Structures upon New Data, In International Journal of Granular Computing, Rough Sets and Intelligent Systems, 1(2), pp. 203-220, 2009. (PDF)

  21. Y. F. Zeng , J. Luo and S. Y. Lin, Classification Using Markov Blanket for Feature Selection, In Proceedings of 2009 IEEE International Conference on Granular Computing (GrC), pp. 743-747, 2009. (PDF)

  22. K. T. Andersen, Y. F. Zeng , D. Tran and D. D. Christensen, Tank War Using Online Reinforcement Learning, In Proceedings of 2009 IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT 09), pp. 497-500, 2009. (PDF)

  23. P. Doshi, Y. F. Zeng and Q.Y. Chen, Graphical Models for Interactive POMDPs: Representation and Solutions, Journal of Autonomous Agents and Multi-Agent Systems, 18(3): 376-416, 2009. (PDF)

  24. Y. F. Zeng and K.L. Poh, Multiagent Graphical Decision Models in Medicine, In Applied Artificial Intelligence: An International Journal, 23(1): 103-122, 2009. (PDF)

  25. Y. F. Zeng and P. Doshi, An Information-Theoretic Approach to Model Identification in Interactive Influence Diagrams, In Proceedings of 2008 IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT 08), pp.224-230, 2008. (PDF)

  26. Y. F. Zeng and K.L. Poh, Symbolic Verification on Multiagent Graphical Decision Models, International Journal of Intelligent Systems, 23:1-19, 2008. (PDF)

  27. C.H. Jorge and Y. F. Zeng , Attribute Clustering Based on Heuristic Tree Partition, In Proceedings of the Fourth European Workshop on Probabilistic Graphical Models (PGM), pp.73-80 2008. (PDF)

  28. Y.P. Xiang, Y. F. Zeng , W. Zhu, Kim-Leng Poh, An Intelligent Design System for Military Situation Assessment, In Proceedings of 2008 IEEE International Conference on Intelligent System and Knowledge Engineering (ISKE2008), pp.158-163, 2008. (PDF)

  29. Y. F. Zeng , Y.P. Xiang and S. Pacekajus, Refinement of Bayesian Network Structures upon New Data, In Proceedings of the 2008 IEEE International Conference on Granular Computing (GrC 2008), pp.772-777, 2008. (PDF)

  30. Y. F. Zeng and C.H. Jorge, A Decomposition Algorithm for Learning Bayesian Network Structures from Data, In Proceedings of the Twelfth Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD-08), pp.441-453, LNAI, Springer, 2008. (PDF)

  31. Y. F. Zeng and P. Doshi, Toward Robust Model Identification in Interactive Influence Diagrams Using Mutual Information, In Proceedings of Workshop on Multiagent Sequential Decision Making in Uncertain Domain(MSDM), in conjunction with the Seventh International Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS'08), pp.158-169, 2008. (PDF)

  32. P. Doshi, Y. F. Zeng and Q.Y. Chen, Graphical Models for Online Solutions to Interactive POMDP, In Proceedings of the Sixth International Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS-07), pp.814-821 , 2007. (PDF)

  33. Y. F. Zeng , C.H. Jorge and P.B. Dennis, SwarmArchitect: A Swarm Framework for Collaborative Construction, In Proceedings of Genetic and Evolutionary Computation Conference (GECCO-2007), pp. 186-186, 2007. (PDF)

  34. Y. F. Zeng , P. Doshi and Q.Y. Chen, Approximate Solutions of Interactive Dynamic Influence Diagrams Using Model Clustering, In Proceedings of the Twenty-Second Conference on Association for the Advancement of Artificial Intelligence (AAAI 2007), pp.782-787, 2007. (PDF)

  35. Y. F. Zeng , P.B. Dennis and C.H. Jorge, A Multiagent Based System for Human-like Architecture, In Proceedings of the Sixth International Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS-07), pp.409-411, 2007. (PDF)

  36. P. Doshi, Y. F. Zeng and Q.Y. Chen, Graphical Models for Online Solutions to Interactive POMDP, In AAAI Spring Symposium on Game Theoretic and Decision Theoretic Agents (GTDT), March 26-28, California, U.S., 2007.

  37. Y. F. Zeng , Probabilistic Modeling and Reasoning in Multi-Agent Decision Systems, PhD Dissertation, National University of Singapore, 2006.

  38. Y. F. Zeng , Representing and Solving Distributed Decision Problems Involving Multiple Agents, Technical Report, Bio-medical Decision Engineering Group, School of Computing, National University of Singapore, 2006.

  39. Y. F. Zeng and K.L. Poh, Grid-enabled Bayesian Network, In American Association for Artificial Intelligence (AAAI) Spring Symposium on Challenges to Decision Support in a Changing World, pp. 114-121, 2005.

  40. Y. F. Zeng and K.L. Poh, Multiagent Graphical Decision Models: Towards Adaptability, In American Association for Artificial Intelligence (AAAI) Spring Symposium on Challenges to Decision Support in a Changing World, pp. 121-128, 2005.

  41. Y. F. Zeng and K.L. Poh, Graphical Multiagent Decision Model with Conflicting Information, In Proceedings of the International Conference on Advances in Intelligent Systems - Theory and Applications (AISTA 2004), IEEE Computer Society, 2004.

  42. Y. F. Zeng and K.L. Poh, Block Learning Bayesian Network Structures from data, In Proceedings of the Fourth International Conference on Hybrid Intelligent Systems (HIS'04), pp. 14-19, IEEE Computer Society, 2004.

  43. Y. F. Zeng and K.L. Poh, A Symbolic Method for Structure Verification in Multiply Sectioned Bayesian Networks. In A. Abraham, M. Kpppen and K. Franke (editors), Design and Application of Hybrid Intelligent Systems, pp. 379-388, IOS Press, The Netherlands, 2003.

  44. Y. F. Zeng and K.L. Poh, Approximate Inference in Multiply Sectioned Bayesian Networks: Method, Evaluation and Framework. In Proceedings of the Second International Conference on Computational Intelligence, Robotics and Autonomous Systems (CIRAS 2003), 2003.

  45. Y. F. Zeng Hongtao Gao, Jing Tang and Luo Jian, An Improved Genetic Algorithms Solution to Tasks-Allocation in MAS, In Proceedings of 2002 International Conference on Control and Automation (ICCA 02), 2002.

  46. Yifeng Zeng and Luo Jian, Research and Application of Intelligent ERP System based on Multi-Agent, In Proceedings of 2002 International Conference on Control and Automation (ICCA 02), 2002.

  47. Yifeng Zeng and Luo Jian, Research of SFMEA, Journal of Research and Application of Computer, Vol. 6, 2002.

  48. Yifeng Zeng and Luo Jian, A Tool to Assist the Development of Database, Journal of Research and Application of Computer, Vol. 6, 2002.

  49. Yifeng Zeng and Jian Luo, Study and Application of Flexible and Intelligent ERP Systems Framework, In Proceedings of Second International Symposium on Intelligent and Complex Systems (ISICS 01), 2001.

  50. Shengwu Kang, Yifeng Zeng , Wang Huahuo and Wang Yingming, An Reduction Approach for Single Attribute Class Based on Rough Sets Theory, Journal of Xiamen University, Vol. 40, No. 4, 2001. (In Chinese).

  51. Yifeng Zeng , Qingqiang Wu and Luo Jian, Research of Urban Geography Information System (UGIS), Systems Engineering, Systems Science and Complexity Research, English Research Ltd., 2000.