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{ "pk": 33074, "title": "Making Heads or Tails out of Selecting Problem-Solving Strategies", "subtitle": null, "abstract": "When solvers have more than one strategy available for a \ngiven problem, they must make a selection. As they select \nand use different strategies, solvers can learn the strengths \nand weaknesses of each. W e study how solvers learn about \nthe relative success rates of two strategies in the Building \nSticks Task and what influence this learning has on later \nstrategy selections. A theory of how people learn from and \nmake such selections in an adaptive way is part of the ACT-R \narchitecture (Anderson, 1993). W e develop a computational \nmodel within ACT- R that predicts individual subjects' \nselections based on their histories of success and failure. The \nmodel fits the selection behavior of two subgroups of \nsubjects: those who select each strategy according to its \nprobability of success and those who select the more \nsuccessful strategy exclusively. W e relate these results to \nprobability matching, a robust finding in the probability?learning literature that occurs when people select a response \n(e.g., guess heads vs. tails) a proportion of the time equal to \nthe probability that the corresponding event occurs (e.g., the \ncoin comes up heads vs. tails).", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [], "section": "17", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/0x63m8xs", "frozenauthors": [ { "first_name": "Marsha", "middle_name": "C.", "last_name": "Lovett", "name_suffix": "", "institution": "Carnegie Mellon University", "department": "" }, { "first_name": "John", "middle_name": "R.", "last_name": "Anderson", "name_suffix": "", "institution": "Carnegie Mellon University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "1995-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/33074/galley/24135/download/" } ] }