A STUDY OF MULTIVARIATE PERMUTATION TESTS WHICH MAY REPLACE HOTELLINGT(2) TEST IN PRESCRIBED CIRCUMSTANCES

Citation
Rc. Blair et al., A STUDY OF MULTIVARIATE PERMUTATION TESTS WHICH MAY REPLACE HOTELLINGT(2) TEST IN PRESCRIBED CIRCUMSTANCES, Multivariate behavioral research, 29(2), 1994, pp. 141-163
Citations number
17
Categorie Soggetti
Social Sciences, Mathematical Methods","Psychologym Experimental","Statistic & Probability","Mathematical, Methods, Social Sciences
ISSN journal
00273171
Volume
29
Issue
2
Year of publication
1994
Pages
141 - 163
Database
ISI
SICI code
0027-3171(1994)29:2<141:ASOMPT>2.0.ZU;2-4
Abstract
Multivariate permutation tests are described and studied which may be profitably substituted for Hotelling's on example T2 test in situation s commonly arising in behavioral science research. These tests (a) may be computed even when the number of variables exceeds the number of s ubjects, (b) are distribution-free, (c) may be tailored for sensitivit y to specific treatment alternatives, and (d) provide one-sided as wel l as two-sided tests of hypotheses. Power comparisons were made betwee n the permutation tests and Hotellings T2 test under a variety of trea tment effect model, correlation structure and number of variables comb inations. Results show that the permutation tests have significant pow er advantages over the T2 in a variety of circumstances, but may have considerably less power in others.