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Tags: bayesian reasoning

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Past Projects

  1. UMBC OntoMapper: A Tool For Mapping Between Two Ontologies

Refereed Publications

2016

  1. Y. Sun and Y. Peng, "Modify Bayesian Network Structure with Inconsistent Constraints", 29th International Conference on Computers Applications in Industry and Engineering, September 2016, 33 downloads.
  2. Y. Sun and Y. Peng, "Inconsistent Knowledge Integration with Bayesian Network", 29th International FLAIRS Conference, May 2016, 27 downloads.

2010

  1. S. Zhang, Y. Sun, Y. Peng, and X. Wang, "A Practical Tool for Uncertainty in OWL Ontologies", InProceedings, Proceedings of the 10th IASTED International Conference on Artificial Intelligence and Applications, February 2010.

2008

  1. S. Zhang, Y. Peng, and X. Wang, "An Efficient Method for Probabilistic Knowledge Integration", InProceedings, Proceedings of The 20th IEEE International Conference on Tools with Artificial Intelligence, November 2008, 1662 downloads, 2 citations.

2006

  1. R. Pan, Y. Peng, and Z. Ding, "Belief Update in Bayesian Networks Using Uncertain Evidence", InProceedings, Proceedings of the 18th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2006), November 2006, 2994 downloads.
  2. R. Pan, "Semantic-Linked Bayesian Networks: A Framework for Bayesian Network Mapping", PhdThesis, University of Maryland, Baltimore County, August 2006.

2005

  1. Z. Ding, "BayesOWL: A Probabilistic Framework for Semantic Web", PhdThesis, University of Maryland, Baltimore County, December 2005, 7933 downloads, 10 citations.
  2. R. Pan, Z. Ding, Y. Yu, and Y. Peng, "A Bayesian Network Approach to Ontology Mapping", InProceedings, Proceedings of the Fourth International Semantic Web Conference, November 2005, 4082 downloads, 91 citations.
  3. Z. Ding, Y. Peng, and R. Pan, "BayesOWL: Uncertainty Modeling in Semantic Web Ontologies", InBook, Soft Computing in Ontologies and Semantic Web, October 2005, 3280 downloads, 48 citations.
  4. Y. Peng and Z. Ding, "Modifying Bayesian Networks by Probability Constraints", InProceedings, Proceedings of the 21st Conference on Uncertainty in Artificial Intelligence, July 2005, 2468 downloads, 18 citations.
  5. Z. Ding, Y. Peng, R. Pan, and Y. Yu, "A Bayesian Methodology towards Automatic Ontology Mapping", InProceedings, Proceedings of the AAAI-05 C&O Workshop on Contexts and Ontologies: Theory, Practice and Applications, July 2005, 4790 downloads, 20 citations.

2004

  1. Z. Ding, Y. Peng, and R. Pan, "A Bayesian Approach to Uncertainty Modeling in OWL Ontology", InProceedings, Proceedings of the International Conference on Advances in Intelligent Systems - Theory and Applications, November 2004, 3830 downloads, 2 citations.
  2. W. Watthayu and Y. Peng, "A Bayesian network based framework for multi-criteria decision making", InProceedings, Proceedings of the 17th International Conference on Multiple Criteria Decision Analysis, August 2004, 8145 downloads, 18 citations.
  3. Z. Ding and Y. Peng, "A Probabilistic Extension to Ontology Language OWL", InProceedings, Proceedings of the 37th Hawaii International Conference On System Sciences (HICSS-37)., January 2004, 5735 downloads, 154 citations.

2002

  1. S. Prasad, Y. Peng, and T. Finin, "Using Explicit Information To Map Between Two Ontologies", InProceedings, AAMAS 2002 Workshop on Ontologies and Agent Systems, July 2002, 3144 downloads, 19 citations.

Executable

  1. BayesOWL binary file

Source Code

  1. BayesOWL source file

Presentation

  1. BayesOWL: A Probabilistic Framework for Uncertainty in Semantic Web (pdf)
  2. Semantically-Linked Bayesian Networks

Old Events

  1. Prediction markets for fun, feedback and the future
    March 17, 2011
  2. Semantically-Linked Bayesian Networks: A Framework for Probabilistic Inference Over Multiple Bayesian Networks
    August 2, 2006
  3. BayesOWL: A Probabilistic Framework for Uncertainty in Semantic Web
    December 5, 2005