Methoden vergleichen

	Panel Universal Kriging	Panel Ordinary Kriging
Fachgebiet	Räumliche Analyse	Räumliche Analyse
Familie	Regression model	Regression model
Entstehungsjahr	1963 (base method); panel extension: 1990s–2000s	1963 (Ordinary Kriging origin); panel extensions formalized in 1990s–2000s
Urheber	Matheron, G.; extended to panel settings by geostatistical literature	Extension of Ordinary Kriging (Matheron, 1963) to panel/longitudinal spatial settings
Typ	Geostatistical interpolation	Geostatistical spatial interpolation
Wegweisende Quelle	Matheron, G. (1963). Principles of geostatistics. Economic Geology, 58(8), 1246–1266.	Cressie, N. A. C. (1993). Statistics for Spatial Data (revised ed.). Wiley-Interscience. ISBN: 978-0471002550
Aliasnamen	UK panel interpolation, panel UK, universal kriging for panel data, longitudinal universal kriging	ordinary kriging for panel data, longitudinal ordinary kriging, repeated-measures spatial kriging, panel geostatistical interpolation
Verwandt	5	6
Zusammenfassung	Panel 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.	Panel Ordinary Kriging extends the classical geostatistical interpolation method — Ordinary Kriging — to panel (longitudinal) datasets where the same set of spatial locations is observed repeatedly over multiple time periods. It produces optimal linear unbiased predictions at unsampled locations for each time slice, accounting for spatial dependence while leveraging the temporal structure of the repeated observations.