Multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis

作者: J. B. Kruskal

DOI: 10.1007/BF02289565

关键词: MathematicsMeasure (mathematics)Computer programAlgorithmMultidimensional scalingDiscrete mathematicsStress majorizationMonotonic functionMultidimensional scaling analysisGoodness of fitNonmetric multidimensional scaling

摘要: Multidimensional scaling is the problem of representingn objects geometrically byn points, so that interpoint distances correspond in some sense to experimental dissimilarities between objects. In just what and should has been left rather vague most approaches, thus leaving these approaches logically incomplete. Our fundamental hypothesis are monotonically related. We define a quantitative, intuitively satisfying measure goodness fit this hypothesis. technique multidimensional compute configuration points which optimizes fit. A practical computer program for doing calculations described companion paper.

参考文章(17)
Andrej Nikolaevich Kolmogorov, S Fomin, Elements of the Theory of Functions and Functional Analysis ,(1961)
Clyde H. Coombs, Richard C. Kao, On a connection between factor analysis and multidimensional unfolding Psychometrika. ,vol. 25, pp. 219- 231 ,(1960) , 10.1007/BF02289726
J. B. Kruskal, Nonmetric multidimensional scaling: A numerical method Psychometrika. ,vol. 29, pp. 115- 129 ,(1964) , 10.1007/BF02289694
D. J. BARTHOLOMEW, A TEST OF HOMOGENEITY FOR ORDERED ALTERNATIVES. II Biometrika. ,vol. 46, pp. 328- 335 ,(1959) , 10.1093/BIOMET/46.3-4.328
R. J. Aurnann, J. B. Kruskal, Assigning quantitative values to qualitative factors in the naval electronics problem Naval Research Logistics Quarterly. ,vol. 6, pp. 1- 16 ,(1959) , 10.1002/NAV.3800060102
Ernst Z. Rothkopf, A measure of stimulus similarity and errors in some paired-associate learning tasks. Journal of Experimental Psychology. ,vol. 53, pp. 94- 101 ,(1957) , 10.1037/H0041867
Tarow Indow, Tsukiko Uchizono, Multidimensional mapping of Munsell colors varying in hue and chroma. Journal of Experimental Psychology. ,vol. 59, pp. 321- 329 ,(1960) , 10.1037/H0049149