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    <title>13Dec/Semi-Parametric Interpolations of Residential Location Values: Using Housing Price Data to Generate Balanced Panels</title>
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    <description>St Louis Fed Working Papers by Jeffrey P. Cohen, Cletus C. Coughlin, and John M. Clapp</description>
    <dc:title>Semi-Parametric Interpolations of Residential Location Values: Using Housing Price Data to Generate Balanced Panels</dc:title>
    <dc:date>2014-12-13T06:19:59Z</dc:date>
    <dcterms:abstract>We estimate location values for single family houses by local polynomial regressions (LPR), a semi-parametric procedure, using a standard housing price and characteristics dataset. As a logical extension of the LPR method, we interpolate land values for every property in every year and validate the accuracy of the interpolated estimates with an out-of-sample forecasting approach using Denver sales during 2003 through 2010. We also compare the LPR and OLS models out-of-sample and determine that the LPR model is more efficient at predicting location values. In a balanced panel application, we use GMM estimation to examine how the location value estimates are affected by airport infrastructure investments.</dcterms:abstract>
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    <title>13Dec/Semi-Parametric Interpolations of Residential Location Values: Using Housing Price Data to Generate Balanced Panels</title>
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    <description>St Louis Fed Working Papers by Jeffrey P. Cohen, Cletus C. Coughlin and John M. Clapp</description>
    <dc:title>Semi-Parametric Interpolations of Residential Location Values: Using Housing Price Data to Generate Balanced Panels</dc:title>
    <dc:date>2014-12-13T06:19:59Z</dc:date>
    <dcterms:abstract>We estimate location values for single family houses by local polynomial regressions (LPR), a semi-parametric procedure, using a standard housing price and characteristics dataset. As a logical extension of the LPR method, we interpolate land values for every property in every year and validate the accuracy of the interpolated estimates with an out-of-sample forecasting approach using Denver sales during 2003 through 2010. We also compare the LPR and OLS models out-of-sample and determine that the LPR model is more efficient at predicting location values. In a balanced panel application, we use GMM estimation to examine how the location value estimates are affected by airport infrastructure investments.</dcterms:abstract>
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