So sánh phương pháp

	Ước lượng mật độ hạt nhân bảng	Tự tương quan không gian theo bảng
Lĩnh vực	Phân tích không gian	Phân tích không gian
Họ	Regression model	Regression model
Năm ra đời	1962 (KDE); panel extension: 1990s–2000s	1988–2003
Người khởi xướng	Parzen (1962); Silverman (1986); extended to panel contexts in spatial econometrics literature	Anselin, L.; Elhorst, J. P.
Loại	Nonparametric density estimation	Diagnostic test / exploratory statistic
Công trình gốc	Parzen, E. (1962). On estimation of a probability density function and mode. Annals of Mathematical Statistics, 33(3), 1065-1076.	Anselin, L. (2013). Spatial Econometrics: Methods and Models. Springer Netherlands. (Originally published 1988.) ISBN: 978-9401577991
Tên gọi khác	Panel KDE, longitudinal kernel density estimation, repeated-measures KDE, panel nonparametric density estimation	spatial autocorrelation in panel data, panel spatial dependence, spatio-temporal autocorrelation, cross-sectional dependence in panels
Liên quan	5	5
Tóm tắt	Panel 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.