COVARIANCE STRUCTURE MODELS AND INFLUENCE DIAGRAMS

Citation
Wj. Burns et Rt. Clemen, COVARIANCE STRUCTURE MODELS AND INFLUENCE DIAGRAMS, Management science, 39(7), 1993, pp. 816-834
Citations number
46
Categorie Soggetti
Management,"Operatione Research & Management Science
Journal title
ISSN journal
00251909
Volume
39
Issue
7
Year of publication
1993
Pages
816 - 834
Database
ISI
SICI code
0025-1909(1993)39:7<816:CSMAID>2.0.ZU;2-U
Abstract
Statisticians use covariance structure modeling as a versatile tool fo r modeling and testing theory. The models that result provide explicit and detailed descriptions of stochastic systems. We show how covarian ce structure models are related-mathematically, conceptually, philosop hically and practically-to Gaussian influence diagrams as described by Shachter and Kenley (1989). This relationship suggests ways in which covariance structure modeling can be used to advantage in the prescrip tive domain of decision analysis. The paper includes an example concer ning the management of hazardous materials, in which a covariance stru cture model is converted to an influence diagram for use in a prescrip tive analysis.