Jämför metoder
Granska de valda metoderna sida vid sida; rader som skiljer sig är markerade.
| Panel Universal Kriging× | Universell kriging (Kriging med en trend)× | |
|---|---|---|
| Ämnesområde | Rumslig analys | Rumslig analys |
| Familj | Regression model | Regression model |
| Ursprungsår≠ | 1963 (base method); panel extension: 1990s–2000s | 1969 |
| Upphovsperson≠ | Matheron, G.; extended to panel settings by geostatistical literature | Georges Matheron |
| Typ≠ | Geostatistical interpolation | Geostatistical interpolation with spatial trend |
| Ursprungskälla | Matheron, G. (1963). Principles of geostatistics. Economic Geology, 58(8), 1246–1266. DOI ↗ | Matheron, G. (1963). Principles of geostatistics. Economic Geology, 58(8), 1246–1266. DOI ↗ |
| Alias | UK panel interpolation, panel UK, universal kriging for panel data, longitudinal universal kriging | kriging with a trend, kriging with drift, trend kriging, evrensel kriging |
| Närliggande≠ | 5 | 3 |
| Sammanfattning≠ | 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. |
| ScholarGateDatamängd ↗ |
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