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{ "pk": 30780, "title": "Managing Uncertainty in Rule-based Reasoning", "subtitle": null, "abstract": "There are two major problems associated with propagation of uncertainty in the rule-based modeling of human reasoning. O n e concerns how the possibly uncertain evidence in a rule's antecedents affects the rule's conclusion. The other concerns the issue of combining evidence across rules having the same conclusion. Two experiments were conducted in which psychological data were compared with a variety of mathematical models for managing uncertainty. Results of an experiment on the fu-st problem suggested that the certainty of the antecedents in a production rule can be summarized by the maximum of disjunctively connected antecedents and the minimum of conjunctively connected antecedents {maximin summarizing), and that the m a x i m u m certainty of the rule's conclusion can be scaled down by multiplication with the results of that summary{multiplication scaling). A second experiment suggested that the second problem can be solved with Heckerman's modified certainty factor model which sums the certainties contributed by each of two rules and divides by 1 plus their product.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [], "section": "Paper Presentations", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/0v09m19w", "frozenauthors": [ { "first_name": "Thomas", "middle_name": "R.", "last_name": "Shultz", "name_suffix": "", "institution": "McGill University", "department": "" }, { "first_name": "Philip", "middle_name": "David", "last_name": "Zelazo", "name_suffix": "", "institution": "McGill University", "department": "" }, { "first_name": "Daniel", "middle_name": "J.", "last_name": "Engelberg", "name_suffix": "", "institution": "McGill University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "1989-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/30780/galley/20629/download/" } ] }