Tags: bayesian network

Refereed Publications


  1. Y. Peng and S. Zhang, "Integrating Probability Constraints into Bayesian Nets", InProceedings, Proceeding of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence, November 2010, 704 downloads.
  2. Y. Peng, S. Zhang, and R. Pan, "Bayesian Network Reasoning with Uncertain Evidences", Article, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, June 2010, 1459 downloads.
  3. 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.


  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, 1429 downloads, 2 citations.
  2. Y. Peng and L. L. Augsburger, "Knowledge-Based Systems and Other AI Applications for Tableting", InBook, Pharmaceutical Dosage Forms, January 2008, 2427 downloads.


  1. Y. Peng, Z. Ding, R. Pan, Y. Yu, B. Kulvatunyou, N. Ivezik, A. Jones, and H. Cho, "A Probabilistic Framework for Semantic Similarity and Ontology Mapping", InProceedings, Proceedings of the 2007 Industrial Engineering Research Conference, May 2007, 1837 downloads.


  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, 2403 downloads.
  2. R. Pan, "Semantic-Linked Bayesian Networks: A Framework for Bayesian Network Mapping", PhdThesis, University of Maryland, Baltimore County, August 2006.


  1. Z. Ding, "BayesOWL: A Probabilistic Framework for Semantic Web", PhdThesis, University of Maryland, Baltimore County, December 2005, 7101 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, 3714 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, 2701 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, 2168 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, 4469 downloads, 20 citations.


  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, 3368 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, 7275 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, 5346 downloads, 154 citations.

Source Code

  1. BayesOWL source file