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Universal Kriging Panel×Space-Time Kriging×
BidangAnalisis SpasialAnalisis Spasial
KeluargaRegression modelRegression model
Tahun asal1963 (base method); panel extension: 1990s–2000s1999
PencetusMatheron, G.; extended to panel settings by geostatistical literatureCressie & Huang; Kyriakidis & Journel
TipeGeostatistical interpolationGeostatistical interpolation
Sumber perintisMatheron, G. (1963). Principles of geostatistics. Economic Geology, 58(8), 1246–1266. DOI ↗Cressie, N., & Huang, H.-C. (1999). Classes of nonseparable, spatio-temporal stationary covariance functions. Journal of the American Statistical Association, 94(448), 1330-1340. DOI ↗
AliasUK panel interpolation, panel UK, universal kriging for panel data, longitudinal universal krigingspatiotemporal kriging, ST-kriging, space-time geostatistical interpolation, kriging in space-time
Terkait54
RingkasanPanel Universal Kriging extends Universal Kriging to data structures with repeated spatial observations over time (panel or longitudinal format). It simultaneously estimates a deterministic trend surface — incorporating covariates that vary across both space and time — and a stochastic spatially correlated residual, pooling information across all time periods to improve prediction accuracy and parameter stability.Space-Time Kriging is a geostatistical interpolation method that predicts an unknown variable at any location and time by borrowing strength from nearby observations in both space and time simultaneously. It models the joint spatial-temporal covariance structure through a space-time variogram, then uses optimal linear weights to produce predictions with quantified uncertainty.
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ScholarGateBandingkan metode: Panel Universal Kriging · Space-Time Kriging. Diakses 2026-06-18 dari https://scholargate.app/id/compare