An evidential support accumulation model of subjective probability.

Cogn Psychol

Department of Psychology, University of Waterloo, Ont., N2L 3G1, Waterloo, Canada.

Published: March 2003

A model of cue-based probability judgment is developed within the framework of support theory. Cue diagnosticity is evaluated from experience as represented by error-free frequency counts. When presented with a pattern of cues, the diagnostic implications of each cue are assessed independently and then summed to arrive at an assessment of the support for a hypothesis, with greater weight placed on present than on absent cues. The model can also accommodate adjustment of support in light of the baserate or prior probability of a hypothesis. Support for alternatives packed together in a "residual" hypothesis is discounted; fewer cues are consulted in assessing support for alternatives as support for the focal hypothesis increases. Results of fitting this and several alternative models to data from four new multiple-cue probability learning experiments are reported.

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http://dx.doi.org/10.1016/s0010-0285(02)00515-7DOI Listing

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