THE MAJORIZATION APPROACH TO MULTIDIMENSIONAL-SCALING FOR MINKOWSKI DISTANCES

Citation
Pjf. Groenen et al., THE MAJORIZATION APPROACH TO MULTIDIMENSIONAL-SCALING FOR MINKOWSKI DISTANCES, Journal of classification, 12(1), 1995, pp. 3-19
Citations number
25
Categorie Soggetti
Social Sciences, Mathematical Methods","Mathematical, Methods, Social Sciences
Journal title
ISSN journal
01764268
Volume
12
Issue
1
Year of publication
1995
Pages
3 - 19
Database
ISI
SICI code
0176-4268(1995)12:1<3:TMATMF>2.0.ZU;2-A
Abstract
The majorization method for multidimensional scaling with Kruskal's ST RESS has been limited to Euclidean distances only. Here we extend the majorization algorithm to deal with Minkowski distances with 1 less-th an-or-equal-to p less-than-or-equal-to 2 and suggest an algorithm that is partially based on majorization for p outside this range. We give some convergence proofs and extend the zero distance theorem of De Lee uw (1984) to Minkowski distances with p > 1.