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Alternative Models for Describing Spatial Dependence among Dwelling Selling Prices
Authors:A F Militino  M D Ugarte  L García-Reinaldos
Institution:(1) Departamento de Estadística e Investigación Operativa, Universidad Pública de Navarra, Campus de Arrosadía, 31006 Pamplona, Spain
Abstract:In this article different spatial statistics techniques to analyze the behavior of used dwelling market prices are compared. We fit two lattice models: simultaneous and conditional autoregressive, a geostatistical model, the so-called universal kriging and finally, a linear mixed-effect model. Different spatial neighborhood structures are considered, as well as different spatial weight matrices and covariance models. The results are illustrated through a real data set of 293 properties from Pamplona, Spain.
Keywords:linear mixed effects  SAR  CAR  kriging  hedonic pricing  geostatistical  lattice models
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