Spatially stratified sampling using auxiliary information for geostatistical mapping

被引：0

作者：

Matthew G. Falk

Robert J. Denham

Kerrie L. Mengersen

机构：

[1] Queensland University of Technology,School of Mathematical Sciences

[2] Queensland Department of Environment and Resource Management,undefined

来源：

Environmental and Ecological Statistics | 2011年 / 18卷

关键词：

Regression kriging; Local Moran’s ; Spatial autocorrelation; Spatial sampling; Stratified sampling; Uncertainty;

D O I：

暂无

中图分类号：

学科分类号：

摘要：

This paper presents a method of spatial sampling based on stratification by Local Moran’s Ii calculated using auxiliary information. The sampling technique is compared to other design-based approaches including simple random sampling, systematic sampling on a regular grid, conditional Latin Hypercube sampling and stratified sampling based on auxiliary information, and is illustrated using two different spatial data sets. Each of the samples for the two data sets is interpolated using regression kriging to form a geostatistical map for their respective areas. The proposed technique is shown to be competitive in reproducing specific areas of interest with high accuracy.

引用

页码：93 / 108

页数：15

共 50 条

[1] Spatially stratified sampling using auxiliary information for geostatistical mapping
Falk, Matthew G.
Denham, Robert J.
Mengersen, Kerrie L.
[J]. ENVIRONMENTAL AND ECOLOGICAL STATISTICS, 2011, 18 (01) : 93 - 108
[2] BAYESIAN STRATIFIED RANDOM SAMPLING USING AUXILIARY INFORMATION
SEKKAPPAN, R
[J]. ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 1982, 34 (03) : 605 - 609
[3] A family of estimators of population mean using auxiliary information in stratified sampling
Singh, Housila P.
Vishwakarma, Gajendra K.
[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2008, 37 (07) : 1038 - 1050
[4] Empirical likelihood inference under stratified random sampling using auxiliary information
Zhong, CXB
Rao, JNK
[J]. AMERICAN STATISTICAL ASSOCIATION - 1996 PROCEEDINGS OF THE SECTION ON SURVEY RESEARCH METHODS, VOLS I AND II, 1996, : 798 - 803
[5] Improved Mean Estimation of a Sensitive Variable Using Auxiliary Information in Stratified Sampling
Sousa, Rita
Gupta, Sat
Shabbir, Javid
Corte-Real, Pedro
[J]. JOURNAL OF STATISTICS & MANAGEMENT SYSTEMS, 2014, 17 (5-6): : 503 - 518
[6] Some Improved Classes of Estimators in Stratified Sampling Using Bivariate Auxiliary Information
Bhushan, Shashi
Kumar, Anoop
Onyango, Ronald
Singh, Saurabh
[J]. JOURNAL OF PROBABILITY AND STATISTICS, 2022, 2022
[7] A general procedure for estimating the population mean in stratified sampling using auxiliary information
Singh H.P.
Vishwakarma G.K.
[J]. METRON, 2010, 68 (1) : 47 - 65
[8] Improvement in Estimating the Population Median in Simple Random Sampling and Stratified Random Sampling Using Auxiliary Information
Aladag, Sibel
Cingi, Hulya
[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2015, 44 (05) : 1013 - 1032
[9] Families of Estimators for Population Mean Using Information on Auxiliary Attribute in Stratified Random Sampling
Koyuncu, Nursel
[J]. GAZI UNIVERSITY JOURNAL OF SCIENCE, 2013, 26 (02): : 181 - 193
[10] An Efficient Class of Estimators for the Population Mean Using Auxiliary Information in Stratified Random Sampling
Solanki, Ramkrishna S.
Singh, Housila P.
[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2014, 43 (16) : 3380 - 3401

← 1 2 3 4 5 →