Partially specified belief functions

  • Authors:
  • Serafín Moral;Luis M. De Campos

  • Affiliations:
  • Departamento de Ciencias de la Computatión e I.A., Universidad de Granada, Granada, Spain;Departamento de Ciencias de la Computatión e I.A., Universidad de Granada, Granada, Spain

  • Venue:
  • UAI'93 Proceedings of the Ninth international conference on Uncertainty in artificial intelligence
  • Year:
  • 1993

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Abstract

This paper presents a procedure to determine a complete belief function from the known values of belief for some of the subsets of the frame of discerment. The method is based on the principle of minimum commitment and a new principle called the focusing principle. This additional principle is based on the idea that belief is specified for the most relevant sets: the focal elements. The resulting procedure is compared with existing methods of building complete belief functions: the minimum specificity principle and the least commitment principle.