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{ "pk": 30753, "title": "A PDP model of sequence learning that exhibits the power law", "subtitle": null, "abstract": "This paper examines some characteristics of the learning process in a model of skill learning(Miyata, 1987) in which performance of executing sequential actions becomes increasingly more efficient as a skill is practiced. The model is a hierarchy of sequential PDP networks which was designed to model a shift from a slow, serial performance of a novice to a fast,parallel performance of an expert in tasks such as typing. The network develops representation of a set of sequences as it tries to produce the sequences faster. The model was found to yield the power law of learning (Newell and Rosenbloom, 1981). In addition, it exhibited a frequency effect on substitution errors similar to what was found in typing(Grudin, 1983).", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [], "section": "Paper Presentations", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/0qn8t8jp", "frozenauthors": [ { "first_name": "Yoshiro", "middle_name": "", "last_name": "Miyata", "name_suffix": "", "institution": "Bell Communications Research", "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/30753/galley/20602/download/" } ] }