sptotal : an R package for predicting totals and weighted sums from spatial data

In ecological or environmental surveys, it is often desired to predict the mean or total of a variable in some finite region. However, because of time and money constraints, sampling the entire region is often unfeasible. The purpose of the sptotal R package is to provide software that gives a predi...

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Veröffentlicht in:Journal of open source software. - 2017. - 8(2023), 85 vom: 24. Mai, Seite 1-4
1. Verfasser: Higham, Matt (VerfasserIn)
Weitere Verfasser: Hoef, Jay Ver, Frank, Bryce, Dumelle, Michael
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:Journal of open source software
Schlagworte:Journal Article
Beschreibung
Zusammenfassung:In ecological or environmental surveys, it is often desired to predict the mean or total of a variable in some finite region. However, because of time and money constraints, sampling the entire region is often unfeasible. The purpose of the sptotal R package is to provide software that gives a prediction for a quantity of interest, such as a total, and an associated standard error for the prediction. The predictor, referred to as the Finite-Population-Block-Kriging (FPBK) predictor in the literature (J. M. Ver Hoef, 2008), incorporates possible spatial correlation in the data and also incorporates an appropriate variance reduction for sampling from a finite population. In the remainder of the paper, we give an overview of both the background of the method and of the sptotal package
Beschreibung:Date Revised 25.05.2024
published: Print
Citation Status PubMed-not-MEDLINE
ISSN:2475-9066
DOI:10.21105/joss.05363