GENERALIZED PROCRUSTES ANALYSIS WITH ITERATIVE WEIGHTING TO ACHIEVE RESISTANCE

Citation
P. Verboon et Kr. Gabriel, GENERALIZED PROCRUSTES ANALYSIS WITH ITERATIVE WEIGHTING TO ACHIEVE RESISTANCE, British journal of mathematical & statistical psychology, 48, 1995, pp. 57-73
Citations number
18
Categorie Soggetti
Psychology, Experimental","Psychologym Experimental","Mathematical, Methods, Social Sciences
ISSN journal
00071102
Volume
48
Year of publication
1995
Part
1
Pages
57 - 73
Database
ISI
SICI code
0007-1102(1995)48:<57:GPAWIW>2.0.ZU;2-1
Abstract
The paper studies the generalized Procrustes problem with the extensio n of variable weights. A distinction is made between configurations an d configuration classes, depending on the type of data used. The main interest is in configuration classes. Two different types of weighting are introduced: the Huber and Tukey weights. The objective is to use the weights to yield a resistant procedure for the generalized Procrus tes problem. An algorithm is described and some attention is paid to t he starting values in order to avoid non-optimal solutions. An example and simulation results are presented which show that the weighted app roach outperforms least squares when there are outliers in the data.