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Panel Kernel Density Estimation×Prostorno-vremenska procena gustine jezgra (ST-KDE)×
OblastProstorna analizaProstorna analiza
PorodicaRegression modelRegression model
Godina nastanka1962 (KDE); panel extension: 1990s–2000s2010 (space-time extension); 1956 (KDE origin)
TvoracParzen (1962); Silverman (1986); extended to panel contexts in spatial econometrics literatureNakaya & Yano (space-time formulation); KDE foundation by Rosenblatt and Parzen
TipNonparametric density estimationNon-parametric density estimation
Temeljni izvorParzen, E. (1962). On estimation of a probability density function and mode. Annals of Mathematical Statistics, 33(3), 1065-1076. DOI ↗Nakaya, T., & Yano, K. (2010). Visualising crime clusters in a space-time cube: An exploratory data-analysis approach using space-time kernel density estimation and scan statistics. Transactions in GIS, 14(3), 223-239. DOI ↗
Drugi naziviPanel KDE, longitudinal kernel density estimation, repeated-measures KDE, panel nonparametric density estimationST-KDE, spatiotemporal kernel density estimation, space-time KDE, 3D kernel density estimation
Srodne55
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.Space-Time Kernel Density Estimation extends classical KDE into three dimensions — two spatial and one temporal — to reveal how the intensity of point events (crimes, accidents, disease cases) varies continuously across both geographic space and time. It produces a smooth probabilistic surface that highlights where and when events concentrate most densely.
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ScholarGateUporedite metode: Panel Kernel Density Estimation · Space-Time Kernel Density Estimation. Preuzeto 2026-06-15 sa https://scholargate.app/sr/compare