Title :
Some strategies for explanations in evidential reasoning
Author :
Xu, Hong ; Smets, Philippe
Author_Institution :
Univ. Libre de Bruxelles, Belgium
fDate :
9/1/1996 12:00:00 AM
Abstract :
We present two methods to provide explanations for reasoning with belief functions. One approach, inspired by Strat´s method, is based on sensitivity analysis, but its computation is simpler thus easier to implement than Strat´s. The other approach is to examine the impact of each piece of evidence on the conclusion based on the measure of the information content provided by the evidence. We show the property of additivity for each pieces of evidence that are conditional independent within the context of the valuation-based systems. We give an example to show how these approaches are applied in an evidential network
Keywords :
case-based reasoning; explanation; sensitivity analysis; additivity; belief functions; evidential network; evidential reasoning; explanations; sensitivity analysis; valuation-based systems; Cost accounting; Expert systems; Helium; Humans; Knowledge engineering; Postal services; Problem-solving; Sections; Sensitivity analysis;
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
DOI :
10.1109/3468.531907