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A goodness-of-fit test for a varying-coefficients model in longitudinal studies.

Authors :
Wang-Li Xu
Li-Xing Zhu
Source :
Journal of Nonparametric Statistics. May2009, Vol. 21 Issue 4, p427-440. 14p. 1 Chart, 2 Graphs.
Publication Year :
2009

Abstract

In this paper, we construct an empirical process-based test to examine the adequacy of a varying-coefficient model. A Monte Carlo approach is applied to approximate the null distribution of the test. Beyond the desired features that are shared by the existing empirical process-based tests, the Monte Carlo approximation makes the test self-invariant such that studentisation for the test statistic is not needed. Thus, the variance of residuals, as a studentising constant that is model dependent and may deteriorate the power of test, is no need to estimate. Simulations and an example are provided to illustrate our methodology. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10485252
Volume :
21
Issue :
4
Database :
Academic Search Index
Journal :
Journal of Nonparametric Statistics
Publication Type :
Academic Journal
Accession number :
37709462
Full Text :
https://doi.org/10.1080/10485250902721806