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{ "pk": 30550, "title": "Schema Acquisition from One Example: Psychological Evidence for Explanation-Based Learning", "subtitle": null, "abstract": "Recent explanalion-based learning (EBL) models in Al allow a computer program to learn aschema by analyzing a single example. For example. GENESIS is an EBL system which learns a planschema from a single specific instance presented in a narrative. Previous learning models in both Aland psychology have required multiple examples. This paper presents experimental evidence thatpeople can learn a plan schema from a single narrative and that the learned schema agrees with thatpredicted by EBL. This evidence suggests that GENESIS, originally constructed as a machine learningsystem, can be interpreted as a psychological model of learning a complex schema from a singleexample.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [], "section": "Problem Solving I", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/3dc3v7t0", "frozenauthors": [ { "first_name": "Woo-Kyoung", "middle_name": "", "last_name": "Ahn", "name_suffix": "", "institution": "University of Illinois at Urbana-Champaign", "department": "" }, { "first_name": "Raymond", "middle_name": "J.", "last_name": "Mooney", "name_suffix": "", "institution": "University of Illinois at Urbana-Champaign", "department": "" }, { "first_name": "William", "middle_name": "F.", "last_name": "Brewer", "name_suffix": "", "institution": "University of Illinois at Urbana-Champaign", "department": "" }, { "first_name": "Gerald", "middle_name": "F.", "last_name": "DeJong", "name_suffix": "", "institution": "University of Illinois at Urbana-Champaign", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "1987-01-01T10:00:00-08:00", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/30550/galley/20399/download/" } ] }