Two-stage group screening in the presence of noise factors and unequal probabilities of active effects


Vine, A.E., Lewis, S.M. and Dean, A.M. (2005) Two-stage group screening in the presence of noise factors and unequal probabilities of active effects. Statistica Sinica, 15, (4), 871-888.

Download

Full text not available from this repository.

Description/Abstract

Group screening is a technique for examining a large number of factors in order to discover the few factors that have important influences on a measured response. In two-stage group screening, factors are assigned to groups and new ``grouped factors'' are investigated in a first stage experiment by varying all the factor values within a group simultaneously. The factors within those groups identified as important are then investigated individually in a second stage experiment. This paper describes theory and software that allows investigation of group screening in the presence of unequal-sized groups of factors in the first stage experiment and different probabilities of the various main effects and interactions being important (or active). Examples are given to show how the results can be used in practice to guide the choice of the number and sizes of the groups and to investigate the advantages and disadvantages of different group screening strategies.

Item Type: Article
ISSNs: 1017-0405 (print)
Related URLs:
Keywords: design of experiments, fractional factorial experiment, interaction, noise factor, screening, simulation.
Subjects: Q Science > QA Mathematics
H Social Sciences > HA Statistics
Divisions: University Structure - Pre August 2011 > Southampton Statistical Sciences Research Institute
University Structure - Pre August 2011 > School of Mathematics > Statistics
ePrint ID: 54766
Date Deposited: 28 Jul 2008
Last Modified: 27 Mar 2014 18:37
URI: http://eprints.soton.ac.uk/id/eprint/54766

Actions (login required)

View Item View Item