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{ "pk": 27012, "title": "A computational model for decision tree search", "subtitle": null, "abstract": "How do people plan ahead in sequential decision-makingtasks? In this article, we compare computational models of hu-man behavior in a challenging variant of tic-tac-toe, to inves-tigate the cognitive processes underlying sequential planning.We validate the most successful model by predicting choicesduring games, two-alternative forced choices and board evalu-ations. We then use this model to study individual skill differ-ences, the effects of time pressure and the nature of expertise.Our findings suggest that people perform less tree search un-der time pressure, and that players search more as they improveduring learning.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "Sequential decision-making" }, { "word": "Behavioral model-ing" }, { "word": "expertise" } ], "section": "Talks: Papers", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/0v94n7cd", "frozenauthors": [ { "first_name": "Bas", "middle_name": "", "last_name": "van Opheusde", "name_suffix": "", "institution": "New York University", "department": "" }, { "first_name": "Gianni", "middle_name": "", "last_name": "Galbiati", "name_suffix": "", "institution": "New York University", "department": "" }, { "first_name": "Zahy", "middle_name": "", "last_name": "Bnaya", "name_suffix": "", "institution": "New York University", "department": "" }, { "first_name": "Yunqi", "middle_name": "", "last_name": "Li", "name_suffix": "", "institution": "New York University", "department": "" }, { "first_name": "Wei", "middle_name": "Ji", "last_name": "Ma", "name_suffix": "", "institution": "New York University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2017-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/27012/galley/16648/download/" } ] }