Work

Representing and Combining Partially Specified CPTs

Year: 2013
Type: preprint
Abstract: This paper extends previous work with network fragments and situation-specific network construction. We formally define the asymmetry network, an alternative representation for a conditional probability table. We also present an object-oriented representation for partially specified asymmetry networks. We show that the representation is parsimonious. We define an algebra for the elements of the representation that allows us to 'factor' any CPT and to soundly combine the partially specified asymmetry networks.
Language: English
Open Access status: green
OpenAlex ID: W1506781264
Cites: 16
Cited by: 11
Related to: 20