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時空間普遍クリギング×ユニバーサル・クリーギング(トレンド付きクリーギング)×
分野空間分析空間分析
系統Regression modelRegression model
提唱年19991969
提唱者Kyriakidis & Journel (1999); foundations in Matheron's geostatisticsGeorges Matheron
種類Spatiotemporal geostatistical interpolationGeostatistical interpolation with spatial trend
原典Kyriakidis, P. C., & Journel, A. G. (1999). Geostatistical space-time models: A review. Mathematical Geology, 31(6), 651-684. DOI ↗Matheron, G. (1963). Principles of geostatistics. Economic Geology, 58(8), 1246–1266. DOI ↗
別名STUK, spatiotemporal universal kriging, space-time kriging with trend, universal kriging in space-timekriging with a trend, kriging with drift, trend kriging, evrensel kriging
関連53
概要Space-Time Universal Kriging (STUK) is a geostatistical method that interpolates a continuously varying phenomenon across both space and time while explicitly modelling a deterministic trend component. It generalises Universal Kriging to the joint space-time domain, producing unbiased optimal predictions and associated uncertainty estimates at unobserved space-time locations.Universal kriging generalizes ordinary kriging to data whose mean varies systematically across space — a spatial trend or 'drift'. It models the mean as a function of the coordinates (or covariates) and krigs the residuals, so it can interpolate variables that drift in a preferred direction, such as temperature falling with latitude or a pollutant gradient, while still returning prediction variances.
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ScholarGate手法を比較: Space-Time Universal Kriging · Universal Kriging. 2026-06-18に以下より取得 https://scholargate.app/ja/compare