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Nonparametric Hypothesis Testing in a Spatial-Temporal Model: A Simulation Study.

Authors :
Guarte, Jacqueline
Barrios, Erniel
Source :
Communications in Statistics: Simulation & Computation. Jan2013, Vol. 42 Issue 1, p153-170. 18p. 8 Charts, 2 Graphs.
Publication Year :
2013

Abstract

Nonparametric procedures based on the bootstrap were developed for testing two assumptions in a spatial-temporal model, i.e., constant temporal effect across locations/spatial units and constant spatial effect over time. Simulation studies indicate that the procedures can correctly verify the assumptions for reasonably sized data. Presence of spatial clustering can further improve the sensitivity of the test under non-constant spatial effect over time. Furthermore, the test procedure for constant spatial effect over time is robust to model misspecification. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03610918
Volume :
42
Issue :
1
Database :
Academic Search Index
Journal :
Communications in Statistics: Simulation & Computation
Publication Type :
Academic Journal
Accession number :
80736798
Full Text :
https://doi.org/10.1080/03610918.2011.633725