• DocumentCode
    459054
  • Title

    Software Project Management Using Decision Networks

  • Author

    Noothong, Thitaree ; Sutivong, Daricha

  • Author_Institution
    Dept. of Comput. Eng., Chulalongkorn Univ., Bangkok
  • Volume
    2
  • fYear
    2006
  • fDate
    16-18 Oct. 2006
  • Firstpage
    1124
  • Lastpage
    1129
  • Abstract
    The Bayesian networks support resource allocation in software project and also help in analyzing trade-offs among resources. The model predicts the probability distribution of every variable given incomplete data. Even though the Bayesian networks conveniently facilitate scenario-based analysis, they do not support finding an optimal solution in multi-criteria decision making. This paper proposes extending the Bayesian networks into the decision networks to optimize an organizational target and to handle the multi-criteria environment of software project management. Specifically, the decision networks are used to find an optimal set of software activities under constraints of software cost and quality. The preliminary results demonstrate that the Bayesian networks can be easily extended into the decision networks, which then allow for optimization. The proposed methodology provides a flexible process for utilizing the encoded knowledge within the Bayesian networks to facilitate decision making, which could be applicable in other domains of problems
  • Keywords
    belief networks; decision making; project management; software development management; Bayesian networks; decision networks; multicriteria decision making; probability distribution; resource allocation; scenario-based analysis; software cost; software project management; software quality; Bayesian methods; Cost function; Decision making; Machine learning; Programming; Project management; Resource management; Scheduling; Software quality; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems Design and Applications, 2006. ISDA '06. Sixth International Conference on
  • Conference_Location
    Jinan
  • Print_ISBN
    0-7695-2528-8
  • Type

    conf

  • DOI
    10.1109/ISDA.2006.253770
  • Filename
    4021822