Article Instance
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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/" } ] }