Authors
RM Lark
Publication date
2000/3
Journal
European journal of soil science
Volume
51
Issue
1
Pages
137-157
Publisher
Blackwell Science Ltd
Description
The standard estimator of the variogram is sensitive to outlying data, a few of which can cause overestimation of the variogram. This will result in incorrect variances when estimating the value of a soil property by kriging or when designing a sampling grid to map the property to a required precision. Several robust estimators of the variogram, based on location and scale estimation, have been proposed as improvements. They seem to be suitable for analysis of soil data in circumstances where the standard estimator is likely to be affected by outliers. Robust estimators are based on assumptions about the distribution of the data which will not always hold and which need not be made in kriging or in estimating the variogram by the standard estimator.
The estimators are reviewed. Simulation studies show that the robust estimators vary in their susceptibility to moderate skew in the underlying distribution, but that the …
Total citations
200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023202414346561111151513172211121191923131419153