GRAPHICAL EXPLANATION IN BELIEF NETWORKS

Citation
D. Madigan et al., GRAPHICAL EXPLANATION IN BELIEF NETWORKS, Journal of computational and graphical statistics, 6(2), 1997, pp. 160-181
Citations number
53
Categorie Soggetti
Statistic & Probability","Statistic & Probability
ISSN journal
10618600
Volume
6
Issue
2
Year of publication
1997
Pages
160 - 181
Database
ISI
SICI code
1061-8600(1997)6:2<160:GEIBN>2.0.ZU;2-S
Abstract
Belief networks provide an important bridge between statistical modeli ng and expert systems. This article presents methods for visualizing p robabilistic ''evidence flows'' in belief networks, thereby enabling b elief networks to explain their behavior. Building an earlier research on explanation in expert systems, we present a hierarchy of explanati ons, ranging from simple colorings to detailed displays. Our approach complements parallel work on textual explanations in belief networks. Graphical-Belief, Mathsoft Inc.'s belief network software, implements the methods.