• DocumentCode
    3656877
  • Title

    Towards subjective networks: Extending conditional reasoning in subjective logic

  • Author

    Lance Kaplan;Magdalena Ivanovska;Audun J⊘sang;Francesco Sambo

  • Author_Institution
    US Army Research Lab, Adelphi, MD, US
  • fYear
    2015
  • fDate
    7/1/2015 12:00:00 AM
  • Firstpage
    319
  • Lastpage
    326
  • Abstract
    This work expands the concept of conditional reasoning in subjective logic between two variables to reasoning over multiple variables as a step to eventually realize efficient means for inference over subjective networks, i.e. Bayesian networks with uncertain marginal and conditional probabilities. Three new inference methods are introduced for a three node subjective network. Monte Carlo simulations characterize the accuracy of these methods to represent inferred uncertain knowledge about the ground truth.
  • Keywords
    "Uncertainty","Bayes methods","Probability distribution","Cognition","Method of moments","Joints","Standards"
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion (Fusion), 2015 18th International Conference on
  • Type

    conf

  • Filename
    7266578