[KSCI] Korea Science Citation Index Service

http://dx.doi.org/10.5351/CKSS.2003.10.3.835

A Study on the Selection of Variogram Using Spatial Correlation

Shin, Key-Il (Department of Statistics, Hankuk University of Foreign Studies)
Back, Ki-Jung (Department of Statistics, Hankuk University of Foreign Studies)
Park, Jin-Mo (Department of Statistics, Hankuk University of Foreign Studies)

Publication Information

Communications for Statistical Applications and Methods / v.10, no.3, 2003 , pp. 835-844 More about this Journal

Abstract

A difficulty in spatial data analysis is to choose a suitable theoretical variogram. Generally mean squares error(MSE) is used as a criterion of selection. However researchers encounter the case that the values of MSE are almost the same whereas the estimates of parameters are different. In this case, the selection criterion based on MSE should take into account the parameter estimates. In this paper we study on the method of selecting a variogram using spatial correlation.

Keywords

Moran′s I; Geary′s C; Theoretical variogram;

Citations & Related Records

Reference

1	/ [ Cressie,N. ] / Statistics for Spatial Data
2	/ [ Genton,M.C. ] / Highly Robust Variogram Estimation, Mathematica Geology DOI
3	/ [ Cressie,N.;Hawkins,D.M. ] / Robust Estimation of the Variogram, I. Mathematical Geology DOI
4	Geostatistical Description of Spatial Distribution of Trialeurodes Vaporariorum in Cherry Tomato / [ Park,J.J.;Shin,K.I.;Cho,K. ] / Meeting of the Entomological Society of America
5	Robust Kriging - A Proposal / [ Hawkins,D.M.;Cressie,N. ] / Journal of the International Association of Mathematical Geologist DOI
6	/ [ Goovaerts,P. ] / Geostatistics for Natural Resources Evaluation
7	Modeling and Analysing Outlier in Spatial Lattice Data / [ Muggleston,M.A.;Baenet,V.;Nirel,R.;Murray,D.A. ] / Mathematical and Computer modeling DOI ScienceOn
8	Mapping Insect Population Distributions in Greenhouses by Applying Kriging / [ Cho,K.;Shin,K.I.;Park,J.J. ] / Proceedings of the VIII Intecol International Congress of Ecology
9	On the Use of the Variogram in Checking for Independence in Spatial Data / [ Diblasi,A.;Bowman,A.W. ] / Biometrics DOI ScienceOn