Structural Interactions in Spatial Panels
Abstract
Until recently, much effort has been devoted to the estimation of panel data regression models without adequate attention being paid to the drivers of diffusion and interaction across cross section and spatial units. We discuss some new methodologies in this emerging area and demonstrate their use in measurement and inferences on cross section and spatial interactions. Specifically, we highlight the important dis?tinction between spatial dependence driven by unobserved common factors and those based on a spatial weights matrix. We argue that, purely factor driven models of spatial dependence may be somewhat inadequate because of their connection with the exchangeability as?sumption. Limitations and potential enhancements of the existing methods are discussed, and several directions for new research are highlighted.Download Info
If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.Bibliographic Info
Paper provided by Centre for Dynamic Macroeconomic Analysis in its series CDMA Working Paper Series with number 1003.Length:
Date of creation: Jul 2010
Date of revision:
Handle: RePEc:san:cdmawp:1003
Contact details of provider:
Postal: School of Economics and Finance, University of St. Andrews, Fife KY16 9AL
Phone: 01334 462420
Fax: 01334 462444
Email:
Web page: http://www.st-andrews.ac.uk/cdma
More information through EDIRC
Related research
Keywords: Cross Sectional and Spatial Dependence; Spatial Weights Matrix; Interactions and Diffusion; Monetary Policy Committee; Generalised Method of Moments.;Other versions of this item:
- Arnab Bhattacharjee & Sean Holly, 2011. "Structural interactions in spatial panels," Empirical Economics, Springer, vol. 40(1), pages 69-94, February.
- Bhattacharjee, A. & Holly, S., 2010. "Structural Interactions in Spatial Panels," Cambridge Working Papers in Economics 1004, Faculty of Economics, University of Cambridge.
- Bhattacharjee, Arnab & Holly, Sean, 2009. "Structural Interactions in Spatial Panels," SIRE Discussion Papers 2009-39, Scottish Institute for Research in Economics (SIRE).
- E42 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Monetary Sytsems; Standards; Regimes; Government and the Monetary System
- E43 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Interest Rates: Determination, Term Structure, and Effects
- E50 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - General
- E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies
This paper has been announced in the following NEP Reports:
- NEP-ALL-2010-03-20 (All new papers)
- NEP-ECM-2010-03-20 (Econometrics)
- NEP-MAC-2010-03-20 (Macroeconomics)
- NEP-URE-2010-03-20 (Urban & Real Estate Economics)
References
References listed on IDEASPlease report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Bhattacharjee, A. & Holly, S., 2010.
"Structural Interactions in Spatial Panels,"
Cambridge Working Papers in Economics
1004, Faculty of Economics, University of Cambridge.
- Arnab Bhattacharjee & Sean Holly, 2011. "Structural interactions in spatial panels," Empirical Economics, Springer, vol. 40(1), pages 69-94, February.
- Arnab Bhattacharjee & Sean Holly, 2010. " Structural Interactions in Spatial Panels," CDMA Working Paper Series 1003, Centre for Dynamic Macroeconomic Analysis.
- Bhattacharjee, Arnab & Holly, Sean, 2009. "Structural Interactions in Spatial Panels," SIRE Discussion Papers 2009-39, Scottish Institute for Research in Economics (SIRE).
- Arellano, Manuel & Bond, Stephen, 1991.
"Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations,"
Review of Economic Studies,
Wiley Blackwell, vol. 58(2), pages 277-97, April.
- Tom Doan, . "RATS program to replicate Arellano-Bond 1991 dynamic panel," Statistical Software Components RTZ00169, Boston College Department of Economics.
- Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-54, July.
- Badi H. Baltagi & Peter Egger & Michael Pfafermayr, 2009.
"A Generalized Spatial Panel Data Model with Random Effects,"
Center for Policy Research Working Papers
113, Center for Policy Research, Maxwell School, Syracuse University.
- Badi H. Baltagi & Peter Egger & Michael Pfaffermayr, 2012. "A Generalized Spatial Panel Data Model with Random Effects," CESifo Working Paper Series 3930, CESifo Group Munich.
- Mario Forni & Marc Hallin & Marco Lippi & Lucrezia Reichlin, 2004.
"The generalised dynamic factor model: consistency and rates,"
ULB Institutional Repository
2013/10133, ULB -- Universite Libre de Bruxelles.
- Forni, Mario & Hallin, Marc & Lippi, Marco & Reichlin, Lucrezia, 2004. "The generalized dynamic factor model consistency and rates," Journal of Econometrics, Elsevier, vol. 119(2), pages 231-255, April.
- Yann Bramoullé & Habiba Djebbari & Bernard Fortin, 2007.
"Identification of Peer Effects through Social Networks,"
Cahiers de recherche
0705, CIRPEE.
- Bramoullé, Yann & Djebbari, Habiba & Fortin, Bernard, 2009. "Identification of peer effects through social networks," Journal of Econometrics, Elsevier, vol. 150(1), pages 41-55, May.
- Bramoullé, Yann & Djebbari, Habiba & Fortin, Bernard, 2007. "Identification of Peer Effects through Social Networks," IZA Discussion Papers 2652, Institute for the Study of Labor (IZA).
- Holly, Sean & Pesaran, M. Hashem & Yamagata, Takashi, 2006.
"A Spatio-Temporal Model of House Prices in the US,"
IZA Discussion Papers
2338, Institute for the Study of Labor (IZA).
- Holly, Sean & Pesaran, M. Hashem & Yamagata, Takashi, 2010. "A spatio-temporal model of house prices in the USA," Journal of Econometrics, Elsevier, vol. 158(1), pages 160-173, September.
- Holly, S. & Pesaran, M.H. & Yamagata. T., 2006. "A Spatio-Temporal Model of House Prices in the US," Cambridge Working Papers in Economics 0654, Faculty of Economics, University of Cambridge.
- Sean Holly & M. Hashem Pesaran & Takashi Yamagata, 2006. "A Spatio-Temporal Model of House Prices in the US," CESifo Working Paper Series 1826, CESifo Group Munich.
- Joris Pinkse & Margaret E. Slade & Craig Brett, 2002. "Spatial Price Competition: A Semiparametric Approach," Econometrica, Econometric Society, vol. 70(3), pages 1111-1153, May.
- Timothy G. Conley & Giorgio Topa, 2003. "Identification of local interaction models with imperfect location data," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(5), pages 605-618.
- Aoki, Kosuke, 2003. "On the optimal monetary policy response to noisy indicators," Journal of Monetary Economics, Elsevier, vol. 50(3), pages 501-523, April.
- Donald W.K. Andrews, 2003.
"Cross-section Regression with Common Shocks,"
Cowles Foundation Discussion Papers
1428, Cowles Foundation for Research in Economics, Yale University.
- Donald W. K. Andrews, 2005. "Cross-Section Regression with Common Shocks," Econometrica, Econometric Society, vol. 73(5), pages 1551-1585, 09.
- Donald W.K. Andrews, 2004. "Cross-section Regression with Common Shocks," Yale School of Management Working Papers ysm401, Yale School of Management.
- Pesaran M.H. & Schuermann T. & Weiner S.M., 2004.
"Modeling Regional Interdependencies Using a Global Error-Correcting Macroeconometric Model,"
Journal of Business & Economic Statistics,
American Statistical Association, vol. 22, pages 129-162, April.
- Pesaran, M.H. & Weiner, S.M., 2001. "Modelling Regional Interdependencies Using a Global Error-Correcting Macroeconometric Model," Cambridge Working Papers in Economics 0119, Faculty of Economics, University of Cambridge.
- M. Hashem Pesaran & Til Schuermann & Scott M. Weiner, 2002. "Modeling Regional Interdependencies Using a Global Error-Correcting Macroeconometric Model," Center for Financial Institutions Working Papers 01-38, Wharton School Center for Financial Institutions, University of Pennsylvania.
- M. Hashem Pesaran & Til Schuermann & Scott M. Weiner, 2001. "Modelling regional interdependencies using a global error-correcting macroeconometric model," 10th International Conference on Panel Data, Berlin, July 5-6, 2002 B4-1, International Conferences on Panel Data.
- Conley, Timothy G. & Molinari, Francesca, 2007.
"Spatial correlation robust inference with errors in location or distance,"
Journal of Econometrics,
Elsevier, vol. 140(1), pages 76-96, September.
- 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.
- 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.
- Kelejian, Harry H. & Prucha, Ingmar R., 2007. "HAC estimation in a spatial framework," Journal of Econometrics, Elsevier, vol. 140(1), pages 131-154, September.
- Amemiya, Takeshi, 1973. "Regression Analysis when the Dependent Variable is Truncated Normal," Econometrica, Econometric Society, vol. 41(6), pages 997-1016, November.
- Bernard Fingleton, 2008. "A generalized method of moments estimator for a spatial model with moving average errors, with application to real estate prices," Empirical Economics, Springer, vol. 34(1), pages 35-57, February.
- Newey, Whitney K., 1984. "A method of moments interpretation of sequential estimators," Economics Letters, Elsevier, vol. 14(2-3), pages 201-206.
- Richard Blundell & Steve Bond, 1995.
"Initial conditions and moment restrictions in dynamic panel data models,"
IFS Working Papers
W95/17, Institute for Fiscal Studies.
- Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
- Blundell, R. & Bond, S., 1995. "Initial Conditions and Moment Restrictions in Dynamic Panel Data Models," Economics Papers 104, Economics Group, Nuffield College, University of Oxford.
- R Blundell & Steven Bond, . "Initial conditions and moment restrictions in dynamic panel data model," Economics Papers W14&104., Economics Group, Nuffield College, University of Oxford.
- Orphanides, Athanasios, 2003.
"Monetary policy evaluation with noisy information,"
Journal of Monetary Economics,
Elsevier, vol. 50(3), pages 605-631, April.
- Athanasios Orphanides, 1998. "Monetary policy evaluation with noisy information," Finance and Economics Discussion Series 1998-50, Board of Governors of the Federal Reserve System (U.S.).
- Arnab Bhattacharjee & Sean Holly, 2010.
"Rational Partisan Theory, Uncertainty, And Spatial Voting: Evidence For The Bank Of England'S Mpc,"
Economics and Politics,
Wiley Blackwell, vol. 22(2), pages 151-179, 07.
- Bhattacharjee, A. & Holly, S., 2010. "Rational Partisan Theory, Uncertainty and Spatial Voting: Evidence for the Bank of England’s MPC," Cambridge Working Papers in Economics 1002, Faculty of Economics, University of Cambridge.
- Pesaran, M. Hashem, 2004.
"General Diagnostic Tests for Cross Section Dependence in Panels,"
IZA Discussion Papers
1240, Institute for the Study of Labor (IZA).
- M. Hashem Pesaran, 2004. "General Diagnostic Tests for Cross Section Dependence in Panels," CESifo Working Paper Series 1229, CESifo Group Munich.
- Pesaran, M.H., 2004. "‘General Diagnostic Tests for Cross Section Dependence in Panels’," Cambridge Working Papers in Economics 0435, Faculty of Economics, University of Cambridge.
- Badi H. Baltagi & Peter Egger & Michael Pfaffermayr, 2007.
"A Monte Carlo Study for Pure and Pretest Estimators of a Panel Data Model with Spatially Autocorrelated Disturbances,"
Center for Policy Research Working Papers
98, Center for Policy Research, Maxwell School, Syracuse University.
- Badi H. BALTAGI & Peter EGGER & Michael PFAFFERMAYR, 2007. "A Monte Carlo Study for Pure and Pretest Estimators of a Panel Data Model with Spatially Autocorrelated Disturbances," Annales d'Economie et de Statistique, ENSAE, issue 87-88, pages 11-38.
- Smith, Richard J & Blundell, Richard W, 1986. "An Exogeneity Test for a Simultaneous Equation Tobit Model with an Application to Labor Supply," Econometrica, Econometric Society, vol. 54(3), pages 679-85, May.
- Evans, Paul & Karras, Georgios, 1996. "Convergence revisited," Journal of Monetary Economics, Elsevier, vol. 37(2-3), pages 249-265, April.
- Arnab Bhattacharjee & Sean Holly, 2010.
" Understanding Interactions in Social Networks and Committees,"
CDMA Working Paper Series
1004, Centre for Dynamic Macroeconomic Analysis.
- Bhattacharjee, Arnab & Holly, Sean, 2009. "Understanding Interactions in Social Networks and Committees," SIRE Discussion Papers 2009-53, Scottish Institute for Research in Economics (SIRE).
- Bhattacharjee, A. & Holly, S., 2010. "Understanding Interactions in Social Networks and Committees," Cambridge Working Papers in Economics 1003, Faculty of Economics, University of Cambridge.
- Pesaran, M. Hashem & Tosetti, Elisa, 2011.
"Large panels with common factors and spatial correlation,"
Journal of Econometrics,
Elsevier, vol. 161(2), pages 182-202, April.
- Pesaran, M.H. & Tosetti, E., 2007. "Large Panels with Common Factors and Spatial Correlations," Cambridge Working Papers in Economics 0743, Faculty of Economics, University of Cambridge.
- M. Hashem Pesaran & Elisa Tosetti, 2007. "Large Panels with Common Factors and Spatial Correlations," CESifo Working Paper Series 2103, CESifo Group Munich.
- M. Hashem Pesaran & Elisa Tosetti, 2011. "Large panels with common factors and spatial correlation," Post-Print peer-00796743, HAL.
- Pesaran, M. Hashem & Tosetti, Elisa, 2007. "Large Panels with Common Factors and Spatial Correlations," IZA Discussion Papers 3032, Institute for the Study of Labor (IZA).
- Kelejian, Harry H. & Prucha, Ingmar R., 2004. "Estimation of simultaneous systems of spatially interrelated cross sectional equations," Journal of Econometrics, Elsevier, vol. 118(1-2), pages 27-50.
- Arnab Bhattacharjee & Chris Jensen-Butler, 2005. "Estimation of Spatial Weights Matrix in a Spatial Error Model, with an Application to Diffusion in Housing Demand," CRIEFF Discussion Papers 0519, Centre for Research into Industry, Enterprise, Finance and the Firm.
- Gibbons, Stephen & Machin, Stephen, 2005.
"Valuing rail access using transport innovations,"
Journal of Urban Economics,
Elsevier, vol. 57(1), pages 148-169, January.
- Steve Gibbons & Stephen Machin, 2004. "Valuing Rail Access Using Transport Innovations," CEP Discussion Papers dp0611, Centre for Economic Performance, LSE.
- Sanjeev Goyal, 2005. "Strong and Weak Links," Journal of the European Economic Association, MIT Press, vol. 3(2-3), pages 608-616, 04/05.
- Kapoor, Mudit & Kelejian, Harry H. & Prucha, Ingmar R., 2007. "Panel data models with spatially correlated error components," Journal of Econometrics, Elsevier, vol. 140(1), pages 97-130, September.
- Jerry Coakley & Ana-Maria Fuertes & Ron Smith, 2002. "A Principal Components Approach to Cross-Section Dependence in Panels," 10th International Conference on Panel Data, Berlin, July 5-6, 2002 B5-3, International Conferences on Panel Data.
- Anselin, Luc, 2002. "Under the hood : Issues in the specification and interpretation of spatial regression models," Agricultural Economics, Blackwell, vol. 27(3), pages 247-267, November.
- Arnab Bhattacharjee & Sean Holly, 2006. " Taking Personalities out of Monetary Policy Decision Making? Interactions, Heterogeneity and Committee Decisions in the Bank of England’s MPC," CDMA Working Paper Series 0612, Centre for Dynamic Macroeconomic Analysis.
- Conley, T. G., 1999. "GMM estimation with cross sectional dependence," Journal of Econometrics, Elsevier, vol. 92(1), pages 1-45, September.
- Giacomini, Raffaella & Granger, Clive W.J., 2001.
"Aggregationn of Space-Time Processes,"
University of California at San Diego, Economics Working Paper Series
qt77f76455, Department of Economics, UC San Diego.
- Giacomini, Raffaella & Granger, Clive W. J., 2004. "Aggregation of space-time processes," Journal of Econometrics, Elsevier, vol. 118(1-2), pages 7-26.
- Raffaella Giacomini & Clive W.J. Granger, 2002. "Aggregation of Space-Time Processes," Boston College Working Papers in Economics 582, Boston College Department of Economics.
- Petra Gerlach-Kristen, 2004. "Is the MPC's Voting Record Informative about Future UK Monetary Policy?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 106(2), pages 299-313, 06.
- Robert Jennrich, 2001. "A simple general procedure for orthogonal rotation," Psychometrika, Springer, vol. 66(2), pages 289-306, June.
- Jushan Bai & Serena Ng, 2006. "Confidence Intervals for Diffusion Index Forecasts and Inference for Factor-Augmented Regressions," Econometrica, Econometric Society, vol. 74(4), pages 1133-1150, 07.
- Sergio Rey & Brett Montouri, 1999. "US Regional Income Convergence: A Spatial Econometric Perspective," Regional Studies, Taylor and Francis Journals, vol. 33(2), pages 143-156.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.Cited by:
- Bhattacharjee, Arnab & Holly, Sean, 2009.
"Structural Interactions in Spatial Panels,"
SIRE Discussion Papers
2009-39, Scottish Institute for Research in Economics (SIRE).
- Arnab Bhattacharjee & Sean Holly, 2011. "Structural interactions in spatial panels," Empirical Economics, Springer, vol. 40(1), pages 69-94, February.
- Bhattacharjee, A. & Holly, S., 2010. "Structural Interactions in Spatial Panels," Cambridge Working Papers in Economics 1004, Faculty of Economics, University of Cambridge.
- Arnab Bhattacharjee & Sean Holly, 2010. " Structural Interactions in Spatial Panels," CDMA Working Paper Series 1003, Centre for Dynamic Macroeconomic Analysis.
- Bhattacharjee, Arnab & de Castro, Eduardo Anselmo & Marques, João Lourenço, 2011.
"Spatial Interactions in Hedonic Pricing Models: The Urban Housing Market of Aveiro, Portugal,"
SIRE Discussion Papers
2011-45, Scottish Institute for Research in Economics (SIRE).
- Arnab Bhattacharjee & Eduardo Castro & Jo�o Marques, 2012. "Spatial Interactions in Hedonic Pricing Models: The Urban Housing Market of Aveiro, Portugal," Spatial Economic Analysis, Taylor and Francis Journals, vol. 7(1), pages 133-167, March.
- Arnab Bhattacharjee & Eduardo Anselmo de Castro & João Lourenço Marques, 2011. "Spatial Interactions in Hedonic Pricing Models: The Urban Housing Market of Aveiro, Portugal," Dundee Discussion Papers in Economics 253, Economic Studies, University of Dundee.
- Arnab Bhattacharjee & Chris Jensen-Butler, 2011.
"Estimation of the Spatial Weights Matrix under Structural Constraints,"
Dundee Discussion Papers in Economics
254, Economic Studies, University of Dundee.
- Bhattacharjee, Arnab & Jensen-Butler, Chris, 2011. "Estimation of the Spatial Weights Matrix under Structural Constraints," SIRE Discussion Papers 2011-48, Scottish Institute for Research in Economics (SIRE).
Lists
This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.Statistics
Access and download statisticsCorrections
When requesting a correction, please mention this item's handle: RePEc:san:cdmawp:1003For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Bram Boskamp).
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If references are entirely missing, you can add them using this form.
If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.
Please note that corrections may take a couple of weeks to filter through the various RePEc services.

