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{
    "pk": 28103,
    "title": "Semi-supervised learning: A role for similarity in generalization-based learning of relational categories",
    "subtitle": null,
    "abstract": "Research on semi-supervised category learning has beensparse despite its representativeness of naturalistic categorylearning and potential applications. Most of the semi-supervised literature to date has focused on establishing thephenomenon. These efforts have produced mixed results andhave explored a relatively limited set of learningcircumstances. In the current work, we contribute a novelinvestigation of semi-supervised learning by extending theparadigm to relational category learning and evaluating therole that item similarity plays in the effectiveness ofunsupervised learning opportunities. Our results show first-ever evidence of semi-supervised learning in the induction ofrelational categories and, further, that the similarity betweensupervised and unsupervised examples critically dictateswhether benefits of unsupervised exposures accrue. Weconclude with implications and future directions.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "semi-supervised learning; relational categories;similarity; classification learning; transfer"
        }
    ],
    "section": "Publication-based-Talks",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/745096m7",
    "frozenauthors": [
        {
            "first_name": "John",
            "middle_name": "D",
            "last_name": "Patterson",
            "name_suffix": "",
            "institution": "Binghamton University",
            "department": ""
        },
        {
            "first_name": "Kenneth",
            "middle_name": "J",
            "last_name": "Kurtz",
            "name_suffix": "",
            "institution": "Binghamton University",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2018-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/28103/galley/17752/download/"
        }
    ]
}