Probabilistic reasoning with undefined properties in ontologically-based belief networks

IJCAI 2013
Pages: 2532 - 2539
Published: Aug 3, 2013
Abstract
This paper concerns building probabilistic models with an underlying ontology that defines the classes and properties used in the model. In particular, it considers the problem of reasoning with properties that may not always be defined. Furthermore, we may even be uncertain about whether a property is defined for a given individual. One approach is to explicitly add a value undefined to the range of random variables, forming extended belief...
Paper Details
Title
Probabilistic reasoning with undefined properties in ontologically-based belief networks
Published Date
Aug 3, 2013
Journal
Pages
2532 - 2539
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