Σύγκριση μεθόδων

	Panel Kriging	Χωροχρονική Κρίγκινγκ
Πεδίο	Χωρική Ανάλυση	Χωρική Ανάλυση
Οικογένεια	Regression model	Regression model
Έτος προέλευσης	2011	1999
Δημιουργός	Cressie & Wikle (spatio-temporal kriging framework)	Cressie & Huang; Kyriakidis & Journel
Τύπος	Geostatistical interpolation	Geostatistical interpolation
Θεμελιώδης πηγή	Cressie, N. A. C. (1993). Statistics for Spatial Data (revised ed.). Wiley. ISBN: 978-0471002550	Cressie, N., & Huang, H.-C. (1999). Classes of nonseparable, spatio-temporal stationary covariance functions. Journal of the American Statistical Association, 94(448), 1330-1340.
Εναλλακτικές ονομασίες	longitudinal kriging, repeated-measures kriging, spatio-temporal panel kriging, panel geostatistical interpolation	spatiotemporal kriging, ST-kriging, space-time geostatistical interpolation, kriging in space-time
Συναφείς	5	4
Σύνοψη	Panel Kriging is a geostatistical interpolation method that combines kriging's spatial prediction framework with a panel (longitudinal) data structure. It estimates unknown values at unobserved locations and times by borrowing strength from repeated spatial observations across multiple time periods, accounting for both spatial dependence and temporal autocorrelation simultaneously.	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.