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{ "pk": 29927, "title": "The spatial arrangement method of measuring similarity can capture high-dimensional, semantic structures", "subtitle": null, "abstract": "Despite its centrality to cognition, similarity is expensive tomeasure, spurring development of techniques like the SpatialArrangement Method (SpAM), wherein participants placeitems on a 2-dimensional plane such that proximity reflectssimilarity. While SpAM hastens similarity measurement, itssuitability for higher-dimensional stimuli is unknown. InStudy 1, we collected SpAM data for eight differentcategories composed of 20-30 words each. Participant-aggregated SpAM distances correlated strongly (r=.71) withpairwise similarity judgments, although below SpAM andpairwise judgment split-half reliabilities (r’s>.9), and cross-validation with multidimensional scaling fits at increasingdimensionalities suggested that aggregated SpAM datafavored higher dimensional solutions for 7 of the 8 categories.In study 2, we showed that SpAM can recover the Big Fivefactor space of personality traits, and that cross-validationfavors a four- or five-dimension solution on this dataset. Weconclude that SpAM is an accurate and reliable method ofmeasuring similarity for high-dimensional items.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "similarity; multidimensional scaling; spatialcognition; concepts; traits; Big Five" } ], "section": "Poster Session 3", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/5h6337nk", "frozenauthors": [ { "first_name": "Russell", "middle_name": "", "last_name": "Richie", "name_suffix": "", "institution": "University of Pennsylvania", "department": "" }, { "first_name": "Bryan", "middle_name": "", "last_name": "White", "name_suffix": "", "institution": "New Mexico State University", "department": "" }, { "first_name": "Sudeep", "middle_name": "", "last_name": "Bhatia", "name_suffix": "", "institution": "University of Pennsylvania", "department": "" }, { "first_name": "Michael", "middle_name": "C.", "last_name": "Hout", "name_suffix": "", "institution": "New Mexico State University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2020-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/29927/galley/19781/download/" } ] }