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Spatial correlation robust inference with Errors in Location or Distance

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  • Timothy Conley

    ()
    (Institute for Fiscal Studies and University of Chicago)

  • Francesca Molinari

Abstract

This paper presents results from a Monte Carlo study concerning inference with spatially dependent data. It investigates the impact of location/distance measurement errors upon the accuracy of parametric and nonparametric estimators of asymptotic variances.

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File URL: http://cemmap.ifs.org.uk/wps/cwp1005.pdf
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Bibliographic Info

Paper provided by Centre for Microdata Methods and Practice, Institute for Fiscal Studies in its series CeMMAP working papers with number CWP10/05.

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Length: 48 pp.
Date of creation: Aug 2005
Date of revision:
Handle: RePEc:ifs:cemmap:10/05

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References

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  1. Moulton, Brent R, 1990. "An Illustration of a Pitfall in Estimating the Effects of Aggregate Variables on Micro Unit," The Review of Economics and Statistics, MIT Press, vol. 72(2), pages 334-38, May.
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  4. Rappaport, Jordan & Sachs, Jeffrey D, 2003. " The United States as a Coastal Nation," Journal of Economic Growth, Springer, vol. 8(1), pages 5-46, March.
  5. Timothy G. Conley & Bill Dupor, 2003. "A Spatial Analysis of Sectoral Complementarity," Journal of Political Economy, University of Chicago Press, vol. 111(2), pages 311-352, April.
  6. Moreno, Ramon & Trehan, Bharat, 1997. " Location and the Growth of Nations," Journal of Economic Growth, Springer, vol. 2(4), pages 399-418, December.
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  8. Won Kim, Chong & Phipps, Tim T. & Anselin, Luc, 2003. "Measuring the benefits of air quality improvement: a spatial hedonic approach," Journal of Environmental Economics and Management, Elsevier, vol. 45(1), pages 24-39, January.
  9. Case, Anne C. & Rosen, Harvey S. & Hines, James Jr., 1993. "Budget spillovers and fiscal policy interdependence : Evidence from the states," Journal of Public Economics, Elsevier, vol. 52(3), pages 285-307, October.
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  15. Peter Robinson & J. Vidal Sanz, 2003. "Modified whittle estimation of multilateral spatial models," CeMMAP working papers CWP18/03, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  16. Kathleen P. Bell & Nancy E. Bockstael, 2000. "Applying the Generalized-Moments Estimation Approach to Spatial Problems Involving Microlevel Data," The Review of Economics and Statistics, MIT Press, vol. 82(1), pages 72-82, February.
  17. Conley, Timothy G. & Molinari, Francesca, 2005. "Spatial Correlation Robust Inference with Errors in Location or Distance," Working Papers 05-12, Cornell University, Center for Analytic Economics.
  18. Topa, Giorgio, 2001. "Social Interactions, Local Spillovers and Unemployment," Review of Economic Studies, Wiley Blackwell, vol. 68(2), pages 261-95, April.
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  22. Conley, Timothy G & Ligon, Ethan, 2002. " Economic Distance and Cross-Country Spillovers," Journal of Economic Growth, Springer, vol. 7(2), pages 157-87, June.
  23. Conley Timothy G. & Flyer Fredrick & Tsiang Grace R, 2003. "Spillovers from Local Market Human Capital and the Spatial Distribution of Productivity in Malaysia," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 3(1), pages 1-47, December.
  24. Kelejian, Harry H & Prucha, Ingmar R, 1999. "A Generalized Moments Estimator for the Autoregressive Parameter in a Spatial Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(2), pages 509-33, May.
  25. White, Halbert & Domowitz, Ian, 1984. "Nonlinear Regression with Dependent Observations," Econometrica, Econometric Society, vol. 52(1), pages 143-61, January.
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  27. Lung-Fei Lee, 2004. "Asymptotic Distributions of Quasi-Maximum Likelihood Estimators for Spatial Autoregressive Models," Econometrica, Econometric Society, vol. 72(6), pages 1899-1925, November.
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Citations

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Cited by:
  1. Pede, Valerien O. & Florax, Raymond J.G.M. & Holt, Matthew T., 2008. "Modeling Non-Linear Spatial Dynamics: A Family of Spatial STAR Models and an Application to U.S. Economic Growth," 2008 Annual Meeting, July 27-29, 2008, Orlando, Florida 6518, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
  2. Timothy Conley & Francesca Molinari, 2005. "Spatial correlation robust inference with Errors in Location or Distance," CeMMAP working papers CWP10/05, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  3. Kristie M. Engemann & Rubén Hernández-Murillo & Michael T. Owyang, 2011. "Regional aggregation in forecasting: an application to the Federal Reserve’s Eighth District," Review, Federal Reserve Bank of St. Louis, issue May, pages 207-222.
  4. Gianfranco Piras, . "sphet: Spatial Models with Heteroskedastic Innovations in R," Journal of Statistical Software, American Statistical Association, vol. 35(i01).
  5. Jesus Mur & Marcos Herrera & Manuel Ruiz, 2011. "Selecting the W Matrix. Parametric vs Nonparametric Approaches," ERSA conference papers ersa11p1055, European Regional Science Association.
  6. Cotteleer, Geerte & Gardebroek, Cornelis, 2006. "Bargaining and market power in a GIS-based hedonic pricing model of the agricultural land market," 2006 Annual meeting, July 23-26, Long Beach, CA 21255, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
  7. Bhattacharjee, Arnab & Holly, Sean, 2009. "Structural Interactions in Spatial Panels," SIRE Discussion Papers 2009-39, Scottish Institute for Research in Economics (SIRE).
  8. Barreca, Alan I. & Fishback, Price V. & Kantor, Shawn, 2012. "Agricultural policy, migration, and malaria in the United States in the 1930s," Explorations in Economic History, Elsevier, vol. 49(4), pages 381-398.
  9. Bhattacharjee, A. & Holly, S., 2010. "Understanding Interactions in Social Networks and Committees," Cambridge Working Papers in Economics 1003, Faculty of Economics, University of Cambridge.
  10. Herrera Gómez, Marcos & Mur Lacambra, Jesús & Ruiz Marín, Manuel, 2011. "¿Cuál matriz de pesos espaciales?. Un enfoque sobre selección de modelos
    [Which spatial weighting matrix? An approach for model selection]
    ," MPRA Paper 37585, University Library of Munich, Germany.
  11. Alan Barreca & Price V. Fishback & Shawn Kantor, 2011. "Agricultural Policy, Migration, and Malaria in the 1930s United States," NBER Working Papers 17526, National Bureau of Economic Research, Inc.
  12. Jesus Mur & Antonio Paez, 2011. "Local weighting or the necessity of flexibility," ERSA conference papers ersa11p942, European Regional Science Association.
  13. Mann, Michael L. & Kaufmann, Robert K. & Bauer, Dana & Gopal, Sucharita & Vera-Diaz, Maria Del Carmen & Nepstad, Daniel & Merry, Frank & Kallay, Jennifer & Amacher, Gregory S., 2010. "The economics of cropland conversion in Amazonia: The importance of agricultural rent," Ecological Economics, Elsevier, vol. 69(7), pages 1503-1509, May.
  14. Kim, Min Seong & Sun, Yixiao, 2011. "Spatial heteroskedasticity and autocorrelation consistent estimation of covariance matrix," Journal of Econometrics, Elsevier, vol. 160(2), pages 349-371, February.

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