Connecting Dempster-Shafer belief functions with likelihood-based inference

Authors
Citation
M. Aickin, Connecting Dempster-Shafer belief functions with likelihood-based inference, SYNTHESE, 123(3), 2000, pp. 347-364
Citations number
7
Categorie Soggetti
Philosiphy
Journal title
SYNTHESE
ISSN journal
00397857 → ACNP
Volume
123
Issue
3
Year of publication
2000
Pages
347 - 364
Database
ISI
SICI code
0039-7857(200006)123:3<347:CDBFWL>2.0.ZU;2-2
Abstract
The Dempster-Shafer approach to expressing belief about a parameter in a st atistical model is not consistent with the likelihood principle. This incon sistency has been recognized for some time, and manifests itself as a non-c ommutativity, in which the order of operations (combining belief, combining likelihood) makes a difference. It is proposed here that requiring the exp ression of belief to be committed to the model (and to certain of its submo dels) makes likelihood inference very nearly a special case of the Dempster -Shafer theory.