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Panel Kernel Density Estimation×Panel prostorna regresija×
OblastProstorna analizaProstorna analiza
PorodicaRegression modelRegression model
Godina nastanka1962 (KDE); panel extension: 1990s–2000s1988-2014
TvoracParzen (1962); Silverman (1986); extended to panel contexts in spatial econometrics literatureAnselin, Elhorst, and colleagues in spatial econometrics
TipNonparametric density estimationSpatial panel regression
Temeljni izvorParzen, E. (1962). On estimation of a probability density function and mode. Annals of Mathematical Statistics, 33(3), 1065-1076. DOI ↗Elhorst, J. P. (2014). Spatial Econometrics: From Cross-Sectional Data to Spatial Panels. Springer. ISBN: 978-3642403408
Drugi naziviPanel KDE, longitudinal kernel density estimation, repeated-measures KDE, panel nonparametric density estimationspatial panel model, panel spatial econometrics, spatial panel data regression, PSR
Srodne56
SažetakPanel 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 Regression extends standard panel data models by explicitly accounting for spatial dependence among cross-sectional units observed over time. It combines the temporal control of panel fixed or random effects with a spatial weights matrix that encodes geographic or network proximity, yielding unbiased and efficient estimates when observations are spatially correlated across units.
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ScholarGateUporedite metode: Panel Kernel Density Estimation · Panel Spatial Regression. Preuzeto 2026-06-15 sa https://scholargate.app/sr/compare