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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/"
        }
    ]
}