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Goodness of fit for random rankings in Kruskal's nonmetric scaling procedure

Bibliographic Data

ID4421911
AuthorsHerbert H Stenson, Ronald L Knoll
Year1969
Volume71
Issue2
Pages122-126
Publication date1969-02-01
Open AccessNo
TypeARTICLE
VenuePsychological Bulletin (JOURNAL)
Journal identifiersISSN: 0033-2909 • E-ISSN: 1939-1455
PublisherAmerican Psychological Association (APA) (PUBLISHER)
DOI10.1037/h0026864
OpenAlexW2119330912
LanguageEN
Citations received19
References cited2

in order to establish null hypotheses for the goodness-of-fit measure. Various numbers of hypothetical stimuli were analyzed using the Euclidean distance metric in various dimensionalities, and the effects of tied ranks were studied. Kruskal (1964a, 1964b) presented a method of multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis. His method is an elaboration and refinement of the analysis of proximities proposed by Shepard (1962). In Kruskal's procedure, N points are positioned in an jw-dimensional space in such a way as to achieve the best possible approximation to a monotonic relationship be/N tween the ( . 1 interpoint distances and an experimentally obtained ranking of the dissimilarities among all pairs of N objects. For a given configuration of points, interpoint distance (d) is expressed as a function of ranked dissimilarity (8). The degree to which d is not a monotonic function of 8 for a given configuration is expressed by a measure called stress (S). Stress can be thought of as an

Combinatorics · Econometrics · Goodness of fit · Kruskal's algorithm · Multidimensional scaling · Scaling · Statistics · Advanced Statistical Methods and Models · Mathematics · Multi-Criteria Decision Making · Psychology

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Citations per year0.36
Citation span1973 - 2021 (49)
Highly citedNo

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