BIPLOT DISPLAYS FOR LOOKING AT MULTIPLE RESPONSE DATA IN MIXTURE EXPERIMENTS

Citation
Wf. Smith et Ja. Cornell, BIPLOT DISPLAYS FOR LOOKING AT MULTIPLE RESPONSE DATA IN MIXTURE EXPERIMENTS, Technometrics, 35(4), 1993, pp. 337-350
Citations number
15
Categorie Soggetti
Statistic & Probability","Statistic & Probability
Journal title
ISSN journal
00401706
Volume
35
Issue
4
Year of publication
1993
Pages
337 - 350
Database
ISI
SICI code
0040-1706(1993)35:4<337:BDFLAM>2.0.ZU;2-H
Abstract
In the analysis of mixture experiments it is not unusual to have many response variables (or physical characteristics of the end product) un der investigation simultaneously. Generally these responses are correl ated with one another, and the analyst must compromise by concentratin g on what he or she considers the most important characteristics, at t he expense of others, in selecting the optimum formulation. Furthermor e, in those situations in which some responses are positively correlat ed while others are negatively correlated, it can be very difficult to understand the relative importance of the different components. In su ch situations, a biplot display can help the analyst not only to under stand the underlying structure of the data better but also to understa nd the roles played by the different components. Biplots are so named because both row (mixture formulation) and column (response) informati on are displayed in a single plot. This graphical technique has been a pplied successfully to mixture experiments in the photographic develop ment area and in plastics formulation, as our examples will show.