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Panel Kernel Density Estimation×Panela telpiskās autokorelācijas analīze×
NozareTelpiskā analīzeTelpiskā analīze
SaimeRegression modelRegression model
Izcelsmes gads1962 (KDE); panel extension: 1990s–2000s1988–2003
AutorsParzen (1962); Silverman (1986); extended to panel contexts in spatial econometrics literatureAnselin, L.; Elhorst, J. P.
TipsNonparametric density estimationDiagnostic test / exploratory statistic
PirmavotsParzen, E. (1962). On estimation of a probability density function and mode. Annals of Mathematical Statistics, 33(3), 1065-1076. DOI ↗Anselin, L. (2013). Spatial Econometrics: Methods and Models. Springer Netherlands. (Originally published 1988.) ISBN: 978-9401577991
Citi nosaukumiPanel KDE, longitudinal kernel density estimation, repeated-measures KDE, panel nonparametric density estimationspatial autocorrelation in panel data, panel spatial dependence, spatio-temporal autocorrelation, cross-sectional dependence in panels
Saistītās55
KopsavilkumsPanel Kernel Density Estimation (Panel KDE) extends the standard kernel density estimator to panel (longitudinal) data, estimating smooth density surfaces for spatial or attribute variables observed across multiple units and time periods. It reveals how the distribution of a phenomenon shifts, concentrates, or disperses over time and across groups, making it a natural tool for tracking spatial patterns in repeated-measures or panel datasets.Panel Spatial Autocorrelation measures whether observations that are geographically close also tend to have similar values across repeated time periods. It extends classic cross-sectional spatial autocorrelation statistics such as Moran's I to panel data, enabling researchers to detect spatial dependence consistently over time and to diagnose whether a panel regression model requires a spatial component.
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ScholarGateSalīdzināt metodes: Panel Kernel Density Estimation · Panel Spatial Autocorrelation. Izgūts 2026-06-15 no https://scholargate.app/lv/compare