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Development of a spatio-Temporal Autoregressive (STAR) Model Using Spatio-Temporal Weights Matrices

Jean Dubé and Diègo Legros ()

No 2011-05, LEG - Document de travail - Economie from LEG, Laboratoire d'Economie et de Gestion, CNRS, Université de Bourgogne

Abstract: This paper addresses the development of a statistical model for spatial data collected over time, such as real estate data. A spatio-temporal autoregressive (STAR) model, based on spatial and temporal weight matrices, is proposed. The spatial and temporal weight matrices are used to develop simple spatio-temporal weight matrices. The model is obtained using existing spatio-temporal lag models (STLM) and spatial error models (SEM). The STAR model explicitly considers possible local temporal dynamic effects as well as spatial spillover effects given time reality. The model is then applied to empirical investigation using real estate data on apartments sold in Paris, between 1990 and 2001, and hedonic modelling using data.

Keywords: Spatio-temporal autoregressive model; Hedonic pricing model; Weight matrices; Spatial autocorrelation. (search for similar items in EconPapers)
JEL-codes: C21 C30 R10 R15 (search for similar items in EconPapers)
Pages: 36 pages
Date: 2011
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