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パネルネットワークベース空間分析×パネル地理的加重回帰 (Panel GWR)×
分野空間分析空間分析
系統Regression modelRegression model
提唱年2000s–2010s2000s–2010s
提唱者Developed from LeSage & Pace spatial econometrics and Elhorst panel spatial frameworksFotheringham, Brunsdon & Charlton (foundational GWR); panel extension developed in spatial econometrics literature
種類Panel spatial regressionLocal spatial regression with panel structure
原典LeSage, J. P., & Pace, R. K. (2009). Introduction to Spatial Econometrics. CRC Press / Taylor & Francis. ISBN: 978-1420064247Fotheringham, A. S., Brunsdon, C., & Charlton, M. (2002). Geographically Weighted Regression: The Analysis of Spatially Varying Relationships. Wiley. ISBN: 978-0471496168
別名panel spatial network analysis, longitudinal network spatial analysis, panel network spatial econometrics, PNBSAPanel GWR, PGWR, spatiotemporal GWR, geographically weighted panel regression
関連54
概要Panel Network-Based Spatial Analysis extends standard spatial econometric models to repeated-measures (panel) data by representing spatial dependence through network connectivity rather than simple geographic proximity. It captures how units connected in a network influence each other's outcomes over time, while controlling for unit-level and time-level fixed effects.Panel Geographically Weighted Regression (Panel GWR) extends the standard GWR framework to panel data, allowing regression coefficients to vary both across geographic locations and over time. It captures spatially non-stationary relationships in longitudinal or repeated-measures spatial datasets, combining local spatial estimation with panel-data controls for unit-specific heterogeneity.
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  3. PUBLISHED

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ScholarGate手法を比較: Panel Network-Based Spatial Analysis · Panel Geographically Weighted Regression. 2026-06-17に以下より取得 https://scholargate.app/ja/compare