Title
Efficient Implementation of an Optimal Interpolator for Large Spatial Data Sets
Abstract
Interpolating scattered data points is a problem of wide ranging interest. One of the most popular interpolation methods in geostatistics is ordinary kriging. The price for its statistical optimality is that the estimator is computationally very expensive. We demonstrate the space and time efficiency and accuracy of approximating ordinary kriging through the use of covariance tapering combined with iterative methods.
Year
DOI
Venue
2007
10.1007/978-3-540-72586-2_74
International Conference on Computational Science (2)
Keywords
Field
DocType
efficient implementation,popular interpolation method,large spatial data sets,optimal interpolator,time efficiency,ordinary kriging,statistical optimality,scattered data point,iterative method,iteration method,covariance,geostatistics,linear systems,interpolation,cholesky factorization,kriging,iterative methods,technical report,algorithms,tapering,spatial data
Kriging,Data point,Spatial analysis,Mathematical optimization,Iterative method,Computer science,Interpolation,Covariance,Estimator,Cholesky decomposition
Conference
Volume
ISSN
Citations 
4488
0302-9743
2
PageRank 
References 
Authors
0.43
1
2
Name
Order
Citations
PageRank
Nargess Memarsadeghi1337.70
David M. Mount24222479.94