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{ "pk": 31759, "title": "Explorations in the Parameter Space of a Model Fit to Individual Subjects' Strategies while Learning from Instructions", "subtitle": null, "abstract": "In earlier work, we presented results from an empirical\nstudy that examined subjects' learning and browsing\nstrategies as they explained instructional materials to\nthemselves that were contained in a hypertext-based in-\nstructional environment. W e developed a Soar model\nthat, through parameter manipulation, simulated the\nstrategies of each individual subject in the study. In\nthis paper, w e explore the parameters of these simula-\ntions and contribute several new results. First, we show\nthat a relatively small proportion of strategies captured\na large percentage of subjects' interaction behaviors,\nsuggesting that subjects' approach to the learning task\nshared some underlying strategic commonalities. Sec-\nond, w e show that lower performing subjects employed\na high proportion of working memory intensive strate-\ngies, which m a y have partially accounted for their in-\nferior performance. Third, clusters of subjects identi-\nfied through parameters analyses continued to exhibit\nsimilar behaviors during subsequent problem solving,\nsuggesting that the clusters corresponded to genuine\nstrategy classes. Furthermore, these clusters appeju-ed\nto represent general learning and browsing strategies\nthat were, in some sense, adaptive to the task.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [], "section": "Submitted Presentations", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/21v5512q", "frozenauthors": [ { "first_name": "Margaret", "middle_name": "M.", "last_name": "Recker", "name_suffix": "", "institution": "Georgia Institute of Technology", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "1993-01-01T10:00:00-08:00", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/31759/galley/22827/download/" } ] }