A note on visualizing response transformations in regression

Citation
Rd. Cook et Dj. Olive, A note on visualizing response transformations in regression, TECHNOMET, 43(4), 2001, pp. 443-449
Citations number
18
Categorie Soggetti
Mathematics
Journal title
TECHNOMETRICS
ISSN journal
00401706 → ACNP
Volume
43
Issue
4
Year of publication
2001
Pages
443 - 449
Database
ISI
SICI code
0040-1706(200111)43:4<443:ANOVRT>2.0.ZU;2-L
Abstract
A new graphical method for assessing parametric transformations of the resp onse in linear regression is given. We simply regress the response variable Y on the predictors, find the fitted values, and then dynamically plot the transformed response Y-(lambda) against those fitted values by varying the transformation parameter A until the plot is linear. The method can be use d also to assess the success of numerical response transformation methods a nd to discover influential observations. Modifications using robust estimat ors can be used as well.