Estimation of Regional Economic Convergence Equations Using Artificial Neural Networks with Cross Section Data
Theoretical developments and discussions on growth and regional convergence have been accompanied by another debate, associated with the type of data used and quantitative approaches adopted in empirical research. Estimation of convergence equations continues to play a key role in the study of economic convergence, despite criticisms. This paper introduces the use of artificial neural networks (ANN) in the study of convergence. It focuses on the concept of b-convergence and accepts that cross section data can provide useful information for its investigation. Non-linearities of the underlying relationships, the restrictiveness of assumptions on functional forms, and econometric problems in the estimation and application of certain theoretical models, advocate for the use of ANN algorithms. A back-propagation (BPN) artificial neural network is constructed and utilized to study convergence of regional, gross domestic products per capita in Greece, together with the application of a traditional econometric analysis. Cross-section statistical data on Greek prefectures are used while results and repeated testing show that the neural network performs very well in estimating convergence equations. It improves substantially the accuracy of estimates and predictability of the estimated relationships. In addition, the BPN algorithm could be used with time series or panel data, and it could estimate also convergence equations of additional economic or social variables.
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- Quah, Danny, 1993.
"Galton's Fallacy and Tests of the Convergence Hypothesis,"
CEPR Discussion Papers
820, C.E.P.R. Discussion Papers.
- Quah, Danny, 1993. " Galton's Fallacy and Tests of the Convergence Hypothesis," Scandinavian Journal of Economics, Wiley Blackwell, vol. 95(4), pages 427-443, December.
- Charles I. Jones, 1997.
"On the Evolution of the World Income Distribution,"
Journal of Economic Perspectives,
American Economic Association, vol. 11(3), pages 19-36, Summer.
- Paul M Romer, 1999.
"Increasing Returns and Long-Run Growth,"
Levine's Working Paper Archive
2232, David K. Levine.
- Quah, Danny, 1994.
"Exploiting cross-section variation for unit root inference in dynamic data,"
Elsevier, vol. 44(1-2), pages 9-19.
- Quah, D., 1993. "Exploiting Cross Section Variation for Unit Root Inference in Dynamic Data," Papers 549, Stockholm - International Economic Studies.
- Danny Quah, 1993. "Exploiting Cross Section Variation for Unit Root Inference in Dynamic Data," FMG Discussion Papers dp171, Financial Markets Group.
- Danny Quah, 1992.
"Empirical Cross-Section Dynamics in Economic Growth,"
FMG Discussion Papers
dp154, Financial Markets Group.
- Quah, Danny, 1993. "Empirical cross-section dynamics in economic growth," European Economic Review, Elsevier, vol. 37(2-3), pages 426-434, April.
- Danny Quah, 1992. "Empirical cross-section dynamics in economic growth," Discussion Paper / Institute for Empirical Macroeconomics 75, Federal Reserve Bank of Minneapolis.
- King, R.G. & Rebelo, S.T., 1989.
"Transitional Dynamics And Economic Growth In The Neoclassical Model,"
RCER Working Papers
206, University of Rochester - Center for Economic Research (RCER).
- King, Robert G & Rebelo, Sergio T, 1993. "Transitional Dynamics and Economic Growth in the Neoclassical Model," American Economic Review, American Economic Association, vol. 83(4), pages 908-931, September.
- Robert G. King & Sergio T. Rebelo, 1989. "Transitional Dynamics and Economic Growth in the Neoclassical Model," NBER Working Papers 3185, National Bureau of Economic Research, Inc.
- Levine, Ross & Renelt, David, 1992.
"A Sensitivity Analysis of Cross-Country Growth Regressions,"
American Economic Review,
American Economic Association, vol. 82(4), pages 942-963, September.
- Levine, Ross & Renelt, David, 1991. "A sensitivity analysis of cross-country growth regressions," Policy Research Working Paper Series 609, The World Bank.
- Levine, Ross & Renelt, David, 1991. "Cross-country studies of growth and policy : methodological, conceptual, and statistical problems," Policy Research Working Paper Series 608, The World Bank.
- William D. Nordhaus, 1969.
"An Economic Theory of Technological Change,"
Cowles Foundation Discussion Papers
265, Cowles Foundation for Research in Economics, Yale University.
- Rebelo, Sergio, 1991.
"Long-Run Policy Analysis and Long-Run Growth,"
Journal of Political Economy,
University of Chicago Press, vol. 99(3), pages 500-521, June.
- Nazrul Islam, 1995. "Growth Empirics: A Panel Data Approach," The Quarterly Journal of Economics, Oxford University Press, vol. 110(4), pages 1127-1170.
- Paul Romer, 1989.
"Endogenous Technological Change,"
NBER Working Papers
3210, National Bureau of Economic Research, Inc.
- Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
- Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
- Tjalling C. Koopmans, 1963. "On the Concept of Optimal Economic Growth," Cowles Foundation Discussion Papers 163, Cowles Foundation for Research in Economics, Yale University.
- Lee, Kevin & Pesaran, M Hashem & Smith, Ron, 1997.
"Growth and Convergence in Multi-country Empirical Stochastic Solow Model,"
Journal of Applied Econometrics,
John Wiley & Sons, Ltd., vol. 12(4), pages 357-392, July-Aug..
- Kevin Lee & M. Hashem Pesaran & Ron Smith, 1996. "Growth and Convergence in a Multi-Country Empirical Stochastic Solow Model," Working Papers 9637, Economic Research Forum, revised Dec 1996.
- Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002.
"Unit root tests in panel data: asymptotic and finite-sample properties,"
Journal of Econometrics,
Elsevier, vol. 108(1), pages 1-24, May.
- Tom Doan, "undated". "LEVINLIN: RATS procedure to perform Levin-Lin-Chu test for unit roots in panel data," Statistical Software Components RTS00242, Boston College Department of Economics.
- Theodore W. Schultz, 1960. "Capital Formation by Education," Journal of Political Economy, University of Chicago Press, vol. 68, pages 571-571.
- Xavier Sala-i-Martin, 1994.
"Regional cohesion: Evidence and theories of regional growth and convergence,"
Economics Working Papers
104, Department of Economics and Business, Universitat Pompeu Fabra.
- Sala-i-Martin, Xavier X., 1996. "Regional cohesion: Evidence and theories of regional growth and convergence," European Economic Review, Elsevier, vol. 40(6), pages 1325-1352, June.
- Sala-i-Martin, Xavier, 1994. "Regional Cohesion: Evidence and Theories of Regional Growth and Convergence," CEPR Discussion Papers 1075, C.E.P.R. Discussion Papers.
- Larry E. Jones & Rodolfo Manuelli, 1990. "A Convex Model of Equilibrium Growth," NBER Working Papers 3241, National Bureau of Economic Research, Inc.
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