A note on efficient simulation of multidimensional spatial autoregressive processes

被引:0
|
作者
Otto, Philipp [1 ]
机构
[1] European Univ Viadrina, Dept Stat, Frankfurt, Germany
关键词
Curse of dimensionality; Efficient simulation in R; Spatial autoregressive model; MODELS;
D O I
10.1080/03610918.2015.1122050
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In applications of spatial statistics, it is necessary to compute the product of some matrix W of spatial weights and a vector y of observations. The weighting matrix often needs to be adapted to the specific problems, such that the computation of Wy cannot necessarily be done with available R-packages. Hence, this article suggests one possibility treating such issues. The proposed technique avoids the computation of the matrix product by calculating each entry of Wy separately. Initially, a specific spatial autoregressive process is introduced. The performance of the proposed program is briefly compared to a basic program using the matrix multiplication.
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页码:4547 / 4558
页数:12
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