IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/33955.html
   My bibliography  Save this paper

Forecasting the role of public expenditure in economic growth Using DEA-neural network approach

Author

Listed:
  • Amiri, Arshia
  • Ventelou, Bruno

Abstract

This paper integrates data envelopment analysis (DEA) and artificial neural networks (ANN) to forecast the role of public expenditure in economic growth in OCDE countries. The results show that this approach is a powerful and appropriate method to forecast this role. DEA method allows us to develop a neutral evaluation, unbiased a priori by any type of criteria, of the proportions in which the goal of productive spending is pursued, for any expenditure. Then we apply ANN to forecast economic growth by using input data taken at frontier. At the end of the DEA-ANN chain, prediction-power tests appear positive: best structures of multiple hidden layers indicate more ability to forecast according to best structures of single hidden layer but the difference between those is not much.

Suggested Citation

  • Amiri, Arshia & Ventelou, Bruno, 2011. "Forecasting the role of public expenditure in economic growth Using DEA-neural network approach," MPRA Paper 33955, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:33955
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/33955/1/MPRA_paper_33955.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    2. Devarajan, Shantayanan & Swaroop, Vinaya & Heng-fu, Zou, 1996. "The composition of public expenditure and economic growth," Journal of Monetary Economics, Elsevier, vol. 37(2-3), pages 313-344, April.
    3. Aschauer, David Alan, 1989. "Is public expenditure productive?," Journal of Monetary Economics, Elsevier, vol. 23(2), pages 177-200, March.
    4. Hamilton, Clive & Turton, Hal, 2002. "Determinants of emissions growth in OECD countries," Energy Policy, Elsevier, vol. 30(1), pages 63-71, January.
    5. Ventelou, Bruno & Bry, Xavier, 2006. "The role of public spending in economic growth: Envelopment methods," Journal of Policy Modeling, Elsevier, vol. 28(4), pages 403-413, May.
    6. Charnes, A. & Cooper, W. W., 1984. "The non-archimedean CCR ratio for efficiency analysis: A rejoinder to Boyd and Fare," European Journal of Operational Research, Elsevier, vol. 15(3), pages 333-334, March.
    7. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    8. Charnes, A. & Cooper, W. W. & Rhodes, E., 1979. "Measuring the efficiency of decision-making units," European Journal of Operational Research, Elsevier, vol. 3(4), pages 339-338, July.
    9. Afriat, Sidney N, 1972. "Efficiency Estimation of Production Function," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 13(3), pages 568-598, October.
    10. Lynde, Catherine, 1992. "Private profit and public capital," Journal of Macroeconomics, Elsevier, vol. 14(1), pages 125-142.
    11. Fleissig, Adrian R. & Kastens, Terry & Terrell, Dek, 2000. "Evaluating the semi-nonparametric fourier, aim, and neural networks cost functions," Economics Letters, Elsevier, vol. 68(3), pages 235-244, September.
    12. Barro, Robert J, 1990. "Government Spending in a Simple Model of Endogenous Growth," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 103-126, October.
    13. Michael Bleaney & Norman Gemmell & Richard Kneller, 2001. "Testing the endogenous growth model: public expenditure, taxation, and growth over the long run," Canadian Journal of Economics, Canadian Economics Association, vol. 34(1), pages 36-57, February.
    14. Kneller, Richard & Bleaney, Michael F. & Gemmell, Norman, 1999. "Fiscal policy and growth: evidence from OECD countries," Journal of Public Economics, Elsevier, vol. 74(2), pages 171-190, November.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ventelou, Bruno & Bry, Xavier, 2006. "The role of public spending in economic growth: Envelopment methods," Journal of Policy Modeling, Elsevier, vol. 28(4), pages 403-413, May.
    2. Tamoya Christie, 2014. "The Effect Of Government Spending On Economic Growth: Testing The Non-Linear Hypothesis," Bulletin of Economic Research, Wiley Blackwell, vol. 66(2), pages 183-204, April.
    3. Hyun Park, 2010. "Fiscal Policy and Equitable Growth," Review of Development Economics, Wiley Blackwell, vol. 14(1), pages 121-140, February.
    4. Diego Romero‐Avila, 2006. "Fiscal Policies And Output In The Long Run: A Panel Cointegration Approach Applied To The Oecd," Manchester School, University of Manchester, vol. 74(3), pages 360-388, June.
    5. Eleftherios Goulas & Athina Zervoyianni, 2012. "Growth, Deficits and Uncertainty in a Panel of 28 Countries," Working Paper series 52_12, Rimini Centre for Economic Analysis.
    6. Tuan T. Chu & Jens Hölscher & Dermot McCarthy, 2020. "The impact of productive and non-productive government expenditure on economic growth: an empirical analysis in high-income versus low- to middle-income economies," Empirical Economics, Springer, vol. 58(5), pages 2403-2430, May.
    7. Agata Drobiszová & Zuzana Machová, 2015. "Vliv fiskální politiky na ekonomický růst v zemích OECD [The Impact of Fiscal Policy on Economic Growth in the OECD Countries]," Politická ekonomie, Prague University of Economics and Business, vol. 2015(3), pages 300-316.
    8. Sabrina Auci & Laura Castellucci & Manuela Coromaldi, 2021. "How does public spending affect technical efficiency? Some evidence from 15 European countries," Bulletin of Economic Research, Wiley Blackwell, vol. 73(1), pages 108-130, January.
    9. Alessandra Cepparulo & Gilles Mourre, 2020. "How and How Much? The Growth-Friendliness of Public Spending through the Lens," European Economy - Discussion Papers 132, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    10. Chiara DEL BO, 2009. "Recent advances in public investment, fiscal policy and growth," Departmental Working Papers 2009-25, Department of Economics, Management and Quantitative Methods at Università degli Studi di Milano.
    11. repec:ebl:ecbull:v:8:y:2007:i:4:p:1-7 is not listed on IDEAS
    12. Nazila Alinaghi & W. Robert Reed, 2021. "Taxes and Economic Growth in OECD Countries: A Meta-analysis," Public Finance Review, , vol. 49(1), pages 3-40, January.
    13. James L. Butkiewicz & Halit Yanikkaya, 2011. "Institutions and the Impact of Government Spending on Growth," Journal of Applied Economics, Taylor & Francis Journals, vol. 14(2), pages 319-341, November.
    14. Martin Zagler & Georg Dürnecker, 2003. "Fiscal Policy and Economic Growth," Journal of Economic Surveys, Wiley Blackwell, vol. 17(3), pages 397-418, July.
    15. Kao, Chiang, 2020. "Measuring efficiency in a general production possibility set allowing for negative data," European Journal of Operational Research, Elsevier, vol. 282(3), pages 980-988.
    16. Capolupo, Rosa, 2009. "The New Growth Theories and Their Empirics after Twenty Years," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 3, pages 1-72.
    17. Margarita Katsimi & Vassilis Sarantides, 2012. "The Impact Of Fiscal Policy On Profits," Economic Inquiry, Western Economic Association International, vol. 50(4), pages 1050-1068, October.
    18. Dimitrios Paparas & Christian Richter, 2015. "Fiscal policy and economic growth: Empirical evidence from the European Union," Working Papers 2015.06, International Network for Economic Research - INFER.
    19. Kao, Chiang, 2022. "A maximum slacks-based measure of efficiency for closed series production systems," Omega, Elsevier, vol. 106(C).
    20. Kao, Chiang, 2022. "Closest targets in the slacks-based measure of efficiency for production units with multi-period data," European Journal of Operational Research, Elsevier, vol. 297(3), pages 1042-1054.
    21. Stegarescu, Dan, 2013. "Does expenditure composition influence the debt level? Evidence from German federal states," Discussion Papers 52/2013, Deutsche Bundesbank.

    More about this item

    Keywords

    DEA method; Economic growth; Public expenditure; Artificial neural network; OCDE countries;
    All these keywords.

    JEL classification:

    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation
    • H5 - Public Economics - - National Government Expenditures and Related Policies

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:pra:mprapa:33955. See general information about how to correct material in RePEc.

    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 CitEc recognized a bibliographic reference but did not link an item in RePEc 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 RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.