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{
    "pk": 24250,
    "title": "Cognitive Dimension Reduction: An Information-Theoretic Approach",
    "subtitle": null,
    "abstract": "We introduce a dimension reduction framework (CDR) that sheds light on how individuals simplify the multidimensional world to guide decision-making and comprehension. Our proposal posits that cognitive limitations prompt the adoption of simplified models, reducing the environment to a subset of dimensions. Within these limitations, we propose that individuals exploit both environment structure and goal relevance. Employing information theory, we formalize these principles and develop a model that explains how environmental and cognitive factors influence dimension reduction. Furthermore, we present an experimental method for the model's assessment and initial findings that support it.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Concepts and categories; Decision making; Mathematical modeling"
        }
    ],
    "section": "Papers with Poster Presentation",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/8pb848ff",
    "frozenauthors": [
        {
            "first_name": "Maya",
            "middle_name": "",
            "last_name": "Leshkowitz",
            "name_suffix": "",
            "institution": "The Hebrew University of Jerusalem",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2024-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/24250/galley/13846/download/"
        },
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/24250/galley/21011/download/"
        }
    ]
}