• DocumentCode
    2048484
  • Title

    Bayesian Belief Networks in Developing a Schema-to-Schema Expert Decision Support System

  • Author

    El-Sebakhy, E.A.

  • Author_Institution
    Inf. & Comput. Sci. Dept., KFUPM, Dhahran, Saudi Arabia
  • fYear
    2007
  • fDate
    24-27 Nov. 2007
  • Firstpage
    1435
  • Lastpage
    1438
  • Abstract
    Extensible Markup Language has become a dominant standard for data representation on the Internet due to the existence of their descriptors and schemas. The use of markup declarations is the only standardized method for creating document type descriptors, but it requires huge data type definitions with some additional properties to explain a true meaning. However, the extensible markup language schema is a way to accomplish the same goal using the language itself. This paper proposes a system to perform schema-to-schema mapping using Bayesian Belief Network as a novel intelligence system scheme for intelligent mapping. The new schema implementation based on Bayesian Network intelligent approach is proposed. The implementation issues of this schema decision support system with schema-to-schema data repository and the training algorithm with decision maker are proposed. An example of Schema-to-Schema Xpert Decision Support System pattern schema-to-schema mapping in representations of relational databases and extensible markup language mapping with the empirical results are proposed to investigate the new intelligence system paradigm utilization. We recommend this new system for more real-world applications, such as, system integration and information retrieval. We are expecting to have stable, reliable, and high quality results.
  • Keywords
    XML; belief networks; data structures; decision support systems; expert systems; Bayesian belief networks; Internet; data representation; document type descriptors; extensible markup language; intelligence system scheme; intelligent mapping; markup declarations; relational databases; schema-to-schema data repository; schema-to-schema expert decision support system; Artificial intelligence; Bayesian methods; Decision support systems; Deductive databases; Information retrieval; Intelligent networks; Intelligent systems; Internet; Relational databases; XML; Artificial intelligence; Bayesian Belief Networks; database management; decision support systems; intelligent mapping; schema-to schema;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Communications, 2007. ICSPC 2007. IEEE International Conference on
  • Conference_Location
    Dubai
  • Print_ISBN
    978-1-4244-1235-8
  • Electronic_ISBN
    978-1-4244-1236-5
  • Type

    conf

  • DOI
    10.1109/ICSPC.2007.4728599
  • Filename
    4728599