NONHOMOGENEITY ANALYSIS USING BORROWED STRENGTH

Authors
Citation
Ce. Priebe, NONHOMOGENEITY ANALYSIS USING BORROWED STRENGTH, Journal of the American Statistical Association, 91(436), 1996, pp. 1497-1503
Citations number
10
Categorie Soggetti
Statistic & Probability","Statistic & Probability
Volume
91
Issue
436
Year of publication
1996
Pages
1497 - 1503
Database
ISI
SICI code
Abstract
This article develops a ''borrowed strength'' methodology for estimati ng local probability densities in a random field. Under a piecewise st ationarity condition similarities between the densities in different r egions of the field can be exploited by estimating a global mixture de nsity and imposing the parameter-space support of this borrowed streng th estimate on the local estimation problems. The local estimates are then used in an analysis of the homogeneity of the field, which is sho wn to benefit from the method of borrowing strength.