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Spatial correlation robust inference with errors in location or distance

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  • Conley, Timothy G.
  • Molinari, Francesca

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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Bibliographic Info

Article provided by Elsevier in its journal Journal of Econometrics.

Volume (Year): 140 (2007)
Issue (Month): 1 (September)
Pages: 76-96

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Handle: RePEc:eee:econom:v:140:y:2007:i:1:p:76-96

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Web page: http://www.elsevier.com/locate/jeconom

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References

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  1. Joris Pinkse & Margaret E. Slade & Craig Brett, 2002. "Spatial Price Competition: A Semiparametric Approach," Econometrica, Econometric Society, vol. 70(3), pages 1111-1153, May.
  2. 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.
  3. Ramon Moreno & Bharat Trehan, 1997. "Location and the growth of nations," Working Papers in Applied Economic Theory 97-02, Federal Reserve Bank of San Francisco.
  4. Bollinger, Christopher R. & Ihlanfeldt, Keith R., 1997. "The Impact of Rapid Rail Transit on Economic Development: The Case of Atlanta's MARTA," Journal of Urban Economics, Elsevier, vol. 42(2), pages 179-204, September.
  5. 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.
  6. 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.
  7. 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.
  8. Baltagi, Badi H. & Song, Seuck Heun & Koh, Won, 2003. "Testing panel data regression models with spatial error correlation," Journal of Econometrics, Elsevier, vol. 117(1), pages 123-150, November.
  9. 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.
  10. Todd C. Pulvino, 1998. "Do Asset Fire Sales Exist? An Empirical Investigation of Commercial Aircraft Transactions," Journal of Finance, American Finance Association, vol. 53(3), pages 939-978, 06.
  11. Topa, Giorgio, 2001. "Social Interactions, Local Spillovers and Unemployment," Review of Economic Studies, Wiley Blackwell, vol. 68(2), pages 261-95, April.
  12. Conley, T. G., 1999. "GMM estimation with cross sectional dependence," Journal of Econometrics, Elsevier, vol. 92(1), pages 1-45, September.
  13. Conley, Timothy G. & Hansen, Lars Peter & Liu, Wen-Fang, 1997. "Bootstrapping The Long Run," Macroeconomic Dynamics, Cambridge University Press, vol. 1(02), pages 279-311, June.
  14. White, Halbert & Domowitz, Ian, 1984. "Nonlinear Regression with Dependent Observations," Econometrica, Econometric Society, vol. 52(1), pages 143-61, January.
  15. Conley, Timothy G & Ligon, Ethan, 2002. " Economic Distance and Cross-Country Spillovers," Journal of Economic Growth, Springer, vol. 7(2), pages 157-87, June.
  16. repec:cup:macdyn:v:1:y:1997:i:2:p:279-311 is not listed on IDEAS
  17. Robert J. Vigfusson, 2003. "How does the border affect productivity? evidence from American and Canadian manufacturing industries," International Finance Discussion Papers 788, Board of Governors of the Federal Reserve System (U.S.).
  18. H. Kelejian, Harry & Prucha, Ingmar R., 2001. "On the asymptotic distribution of the Moran I test statistic with applications," Journal of Econometrics, Elsevier, vol. 104(2), pages 219-257, September.
  19. 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.
  20. 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.
  21. 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.
  22. 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.
  23. 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.
  24. Heijmans, Risto D. H. & Magnus, Jan R., 1986. "Consistent maximum-likelihood estimation with dependent observations : The general (non-normal) case and the normal case," Journal of Econometrics, Elsevier, vol. 32(2), pages 253-285, July.
  25. 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.
  26. Case, Anne C, 1991. "Spatial Patterns in Household Demand," Econometrica, Econometric Society, vol. 59(4), pages 953-65, July.
  27. Kelejian, Harry H. & Robinson, Dennis P., 1992. "Spatial autocorrelation : A new computationally simple test with an application to per capita county police expenditures," Regional Science and Urban Economics, Elsevier, vol. 22(3), pages 317-331, September.
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Citations

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Cited by:
  1. 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).
  2. 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.
  3. Kristie M. Engemann & Rubén Hernández-Murillo & Michael T. Owyang, 2008. "Regional aggregation in forecasting: an application to the Federal Reserve's Eighth District," Regional Economic Development, Federal Reserve Bank of St. Louis, issue Oct, pages 15-29.
  4. Bhattacharjee, Arnab & Holly, Sean, 2009. "Structural Interactions in Spatial Panels," SIRE Discussion Papers 2009-39, Scottish Institute for Research in Economics (SIRE).
  5. 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.
  6. Jesus Mur & Marcos Herrera & Manuel Ruiz, 2011. "Selecting the W Matrix. Parametric vs Nonparametric Approaches," ERSA conference papers ersa11p1055, European Regional Science Association.
  7. 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.
  8. Gianfranco Piras, . "sphet: Spatial Models with Heteroskedastic Innovations in R," Journal of Statistical Software, American Statistical Association, vol. 35(i01).
  9. 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.
  10. 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.
  11. Bhattacharjee, Arnab & Holly, Sean, 2009. "Understanding Interactions in Social Networks and Committees," SIRE Discussion Papers 2009-53, Scottish Institute for Research in Economics (SIRE).
  12. Jesus Mur & Antonio Paez, 2011. "Local weighting or the necessity of flexibility," ERSA conference papers ersa11p942, European Regional Science Association.
  13. 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.
  14. 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).

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