Article Instance

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{
    "pk": 31706,
    "title": "Analogical Similarity: Performing Structure Alignment in a Connectionist Network",
    "subtitle": null,
    "abstract": "We describe a connectionist network that performs a com-\nplex, cognitive task. In contrast, the majority of neural net-\nwork research has been devoted to connectionist networks\nthat perform low-level tasks, such as vision. Higher cogni-\ntive tasks, like categorization, analogy, imd similarity may\nultimately rest on alignment of the structured representa-\ntions of two domains. W e model human judgments of simi-\nlarity, as predicted by Structure-Mapping Theory, in the\none-shot mapping task. W e use a localist connectionist\nrepresentation in a Maricov Random Field formalism to\nperform cross-product matching on graph representations\nof propositions. The network performs structured analo-\ngies in its domain flexibly and robustly, resolving local and\nnon-local constraints at multiple levels of abstraction.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [],
    "section": "Submitted Presentations",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/6ct515f5",
    "frozenauthors": [
        {
            "first_name": "Jonathan",
            "middle_name": "B.",
            "last_name": "Handler",
            "name_suffix": "",
            "institution": "The Institute for the Learning Sciences , Evanston",
            "department": ""
        },
        {
            "first_name": "Paul",
            "middle_name": "R.",
            "last_name": "Cooper",
            "name_suffix": "",
            "institution": "The Institute for the Learning Sciences , Evanston",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "1993-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/31706/galley/22774/download/"
        }
    ]
}