A Belief Management Architecture for Diagnostic Problem Solving

Abstract

An architecture for diagnosis that uses qualitative endorsements as its principal method of uncertainty abstraction and propagation is presented. The framework performs local belief computations in a hierarchical hypothesis space, in contrast with methods that propagate evidence throughout the whole frame of discernment. In this system, global control of the decision making process is maintained by local evaluations of belief status. These local evaluations determine an active focus in which refinement of belief status is undertaken by gathering additional information. The main goal of the research project is the development of a framework for reasoning with endorsements, and the diagnostic application explicated in the paper is built as a proof-of-principle.

DOI: 10.1145/98784.98878

Extracted Key Phrases

5 Figures and Tables

Cite this paper

@inproceedings{Uckun1990ABM, title={A Belief Management Architecture for Diagnostic Problem Solving}, author={N. Serdar Uckun and Benoit M. Dawant and Gautam Biswas and Kazuhiko Kawamura}, booktitle={IEA/AIE}, year={1990} }