A universal kriging approach for spatial functional data

被引:62
作者
Caballero, William [1 ]
Giraldo, Ramon [2 ]
Mateu, Jorge [3 ]
机构
[1] Escuela Naval, Cartagena, Colombia
[2] Univ Nacl Colombia, Bogota, Colombia
[3] Univ Jaume 1, Castellon de La Plana, Spain
关键词
Cross-validation; Functional random variable; Smoothed curves; Trace-variogram; Universal kriging;
D O I
10.1007/s00477-013-0691-4
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In a wide range of scientific fields the outputs coming from certain measurements often come in form of curves. In this paper we give a solution to the problem of spatial prediction of non-stationary functional data. We propose a new predictor by extending the classical universal kriging predictor for univariate data to the context of functional data. Using an approach similar to that used in univariate geostatistics we obtain a matrix system for estimating the weights of each functional variable on the prediction. The proposed methodology is validated by analyzing a real dataset corresponding to temperature curves obtained in several weather stations of Canada.
引用
收藏
页码:1553 / 1563
页数:11
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