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Analysis of housing prices by GEE and GLMM methodologies: a longitudinal study
Authors:MC Pardo  T Pérez
Institution:1. Department of Statistics and OR I, Complutense University of Madrid, , Madrid, Spain;2. Department of Statistics and OR III, Complutense University of Madrid, , Madrid, Spain
Abstract:The Spanish economic crisis has led to a significant reduction in housing sales, and therefore, there has been a decrease in housing prices. In this paper, we analyze changes in the average housing price throughout Spain. We use quarterly data from a random sample of 150 municipalities from the first quarter (Q1) of 2005, before the financial crisis started, to Q1 2010. Our analysis uses generalized estimating equation and generalized linear mixed model approaches. Data published for Q2, Q3, and Q4 2010 are compared with the data fitted using these models. Finally, the methods are compared with time‐series models. Copyright © 2012 John Wiley & Sons, Ltd.
Keywords:housing price  generalized estimating equations  generalized linear mixed model  time‐series model
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