swMATH ID: 8390
Software Authors: Giraldo, Ramón; Mateu, Jorge; Delicado, Pedro
Description: geofd: an R package for function-valued geostatistical prediction. Spatially correlated curves are present in a wide range of applied disciplines. In this paper we describe the R package geofd which implements ordinary kriging prediction for this type of data. Initially the curves are pre-processed by fitting a Fourier or B-splines basis functions. After that the spatial dependence among curves is estimated by means of the trace-variogram function. Finally the parameters for performing prediction by ordinary kriging at unsampled locations are by estimated solving a linear system based estimated trace-variogram. We illustrate the software analyzing real and simulated data.
Homepage: http://www.inside-r.org/packages/cran/geofd/docs/geofd
Keywords: functional data; smoothing; spatial data; variogram
Related Software: fda (R); R; fdaPDE; gamair; geoR; fdaMixed; ftsa; MFDF; refund; Rainbow; fpca; PACE; WinBUGS; fda.usc; Manifoldgstat; fdagstat; ExaGeoStatR; spBayes; gstat; RandomFields
Cited in: 6 Publications

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