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{ "pk": 33352, "title": "A Bottom-Up Model of Skill Learning", "subtitle": null, "abstract": "We present a skill learning model Clarion. Different from existing models of high-level skill learning that use a topdown approach (that is, turning declarative knowledge into procedural knowledge), we adopt a bottom-up approach toward low-level skill learning, where procedural knowledge develops first and declarative knowledge develops later. Clarion is formed by integrating connectionist, reinforcement, and symbolic learning methods to perform on-line learning. We compare the model with human data in a minefield navigation task. A match between the model and human data is found in several respects.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [], "section": "Long Papers", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/43c4v5wq", "frozenauthors": [ { "first_name": "Ron", "middle_name": "", "last_name": "Sun", "name_suffix": "", "institution": "The University of Alabama", "department": "" }, { "first_name": "Edward", "middle_name": "", "last_name": "Merrill", "name_suffix": "", "institution": "The University of Alabama", "department": "" }, { "first_name": "Todd", "middle_name": "", "last_name": "Peterson", "name_suffix": "", "institution": "The University of Alabama", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "1998-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/33352/galley/24411/download/" } ] }