Vertaile menetelmiä

	Paneeliuniversaalikriging	Universaali Kriging (Kriging trendillä)
Tieteenala	Spatiaalianalyysi	Spatiaalianalyysi
Menetelmäperhe	Regression model	Regression model
Syntyvuosi	1963 (base method); panel extension: 1990s–2000s	1969
Kehittäjä	Matheron, G.; extended to panel settings by geostatistical literature	Georges Matheron
Tyyppi	Geostatistical interpolation	Geostatistical interpolation with spatial trend
Alkuperäislähde	Matheron, G. (1963). Principles of geostatistics. Economic Geology, 58(8), 1246–1266.	Matheron, G. (1963). Principles of geostatistics. Economic Geology, 58(8), 1246–1266.
Rinnakkaisnimet	UK panel interpolation, panel UK, universal kriging for panel data, longitudinal universal kriging	kriging with a trend, kriging with drift, trend kriging, evrensel kriging
Liittyvät	5	3
Tiivistelmä	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.	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.