• DocumentCode
    3325322
  • Title

    Developing an influence diagram using a Structural Modeling, Inference, and Learning Engine

  • Author

    Premchaiswadi, Wichian ; Jongsawat, Nipat

  • Author_Institution
    Grad. Sch. of Inf. Technol. in Bus., Siam Univ., Bangkok, Thailand
  • fYear
    2012
  • fDate
    12-13 Jan. 2012
  • Firstpage
    94
  • Lastpage
    98
  • Abstract
    In this paper, we proposed a method for developing Influence Diagrams by using the engine namely, Structural Modeling, Inference, and Learning Engine (SMILE). An influence diagram is a simple visual representation of a decision problem. It can be used to assist in rational decision making for different purposes. We proposed a practical method and a piece of source code in C#.net to build an influence diagram based on a SMILE engine. We presented the steps on how to set four types of nodes and their properties in an influence diagram using C#.net. This piece of source code also includes the method to construct each component such as decision, chance, deterministic, value and arcs between the nodes in the diagram. It also includes the method to perform Bayesian updating and Bayesian inference according to Baye´s theorem. The developer can apply this proposed method for the extension model of influence diagrams. He or she can also embed this piece of source code in an existing decision support application.
  • Keywords
    C language; belief networks; decision making; inference mechanisms; learning (artificial intelligence); Bayes theorem; Bayesian inference; Bayesian updating; C#.net; SMILE engine; decision problem; influence diagram; rational decision making; structural modeling inference and learning engine; visual representation; Analytical models; Bayesian methods; Buildings; Data models; Engines; Probabilistic logic; Software; Bayesian Network; Evidence; Inference; Influence Diagram; Learning Engine (SMILE); Structural Modeling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    ICT and Knowledge Engineering (ICT & Knowledge Engineering), 2011 9th International Conference on
  • Conference_Location
    Bangkok
  • Print_ISBN
    978-1-4577-2161-8
  • Type

    conf

  • DOI
    10.1109/ICTKE.2012.6152420
  • Filename
    6152420