IDEAS home Printed from https://ideas.repec.org/a/ebl/ecbull/eb-04c40010.html
   My bibliography  Save this article

Measuring efficiency with neural networks. An application to the public sector

Author

Listed:
  • Francisco J. Delgado

    (Department of Economics - University of Oviedo)

Abstract

In this note we propose the artificial neural networks for measuring efficiency as a complementary tool to the common techniques of the efficiency literature. In the application to the public sector we find that the neural network allows to conclude more robust results to rank decision-making units.

Suggested Citation

  • Francisco J. Delgado, 2005. "Measuring efficiency with neural networks. An application to the public sector," Economics Bulletin, AccessEcon, vol. 3(15), pages 1-10.
    • Handle: RePEc:ebl:ecbull:eb-04c40010
    as

    Download full text from publisher

    File URL: http://www.accessecon.com/pubs/EB/2005/Volume3/EB-04C40010A.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Henry Tulkens, 2006. "On FDH Efficiency Analysis: Some Methodological Issues and Applications to Retail Banking, Courts and Urban Transit," Springer Books, in: Parkash Chander & Jacques Drèze & C. Knox Lovell & Jack Mintz (ed.), Public goods, environmental externalities and fiscal competition, chapter 0, pages 311-342, Springer.
    2. 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.
    3. 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.
    4. Daniel Santin & Francisco Delgado & Aurelia Valino, 2004. "The measurement of technical efficiency: a neural network approach," Applied Economics, Taylor & Francis Journals, vol. 36(6), pages 627-635.
    5. Luis R. Murillo‐Zamorano, 2004. "Economic Efficiency and Frontier Techniques," Journal of Economic Surveys, Wiley Blackwell, vol. 18(1), pages 33-77, February.
    6. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. A. Azadeh & M. Khakestani & S. Motevali Haghighi & A. Arjmand & Z. Jiryaei Sharahi, 2017. "A unique intelligent algorithm for optimization of human reliability and decision styles: a large petrochemical plant," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 8(2), pages 1161-1176, November.
    2. Bracalente, Bruno & Polinori, Paolo, 2010. "L’efficienza tecnico-economica dei servizi pubblici locali: i casi delle farmacie comunali e dei servizi di igiene urbana [Technical And Economic Efficiency Of Local Public Services: The Cases Of T," MPRA Paper 34455, University Library of Munich, Germany.
    3. Azadeh, A. & Ghaderi, S.F. & Anvari, M. & Saberi, M., 2007. "Performance assessment of electric power generations using an adaptive neural network algorithm," Energy Policy, Elsevier, vol. 35(6), pages 3155-3166, June.
    4. Shivi Agarwal, 2016. "DEA-neural networks approach to assess the performance of public transport sector of India," OPSEARCH, Springer;Operational Research Society of India, vol. 53(2), pages 248-258, June.

    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. repec:ebl:ecbull:v:3:y:2005:i:15:p:1-10 is not listed on IDEAS
    2. Michaelides, Panayotis G. & Vouldis, Angelos T. & Tsionas, Efthymios G., 2010. "Globally flexible functional forms: The neural distance function," European Journal of Operational Research, Elsevier, vol. 206(2), pages 456-469, October.
    3. Ruwan Jayasuriya & Quentin Wodon, 2007. "Efficiency in Improving Health and Education Outcomes: Provincial and State-Level Estimates for Argentina and Mexico," Estudios Económicos, El Colegio de México, Centro de Estudios Económicos, vol. 22(1), pages 57-97.
    4. J. Cummins & Hongmin Zi, 1998. "Comparison of Frontier Efficiency Methods: An Application to the U.S. Life Insurance Industry," Journal of Productivity Analysis, Springer, vol. 10(2), pages 131-152, October.
    5. Oleg Badunenko & Harald Tauchmann, 2019. "Simar and Wilson two-stage efficiency analysis for Stata," Stata Journal, StataCorp LP, vol. 19(4), pages 950-988, December.
    6. Christiaensen, Luc & Scott, Christopher & Wodon, Quentin, 2002. "Metas y costos del desarrollo [Development Targets and Costs]," MPRA Paper 10493, University Library of Munich, Germany.
    7. Christiaensen, Luc & Scott, Christopher & Wodon, Quentin, 2002. "Задачи Развития И Затраты [Development targets and costs]," MPRA Paper 10495, University Library of Munich, Germany.
    8. Laure Latruffe & Céline Nauges, 2014. "Technical efficiency and conversion to organic farming: the case of France," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 41(2), pages 227-253.
    9. Santiago Herrera & Gaobo Pang, 2006. "How Efficient is Public Spending in Education?," Revista ESPE - Ensayos Sobre Política Económica, Banco de la República, vol. 24(51), pages 136-201, June.
    10. Christiaensen, Luc & Scott, Christopher & Wodon, Quentin, 2002. "Development Targets and Costs," MPRA Paper 12299, University Library of Munich, Germany.
    11. Maxim Kotsemir, 2013. "Measuring national innovation systems efficiency – a review of DEA approach," HSE Working papers WP BRP 16/STI/2013, National Research University Higher School of Economics.
    12. Hailu, Getu & Goddard, Ellen W. & Jeffrey, Scott R., 2005. "Measuring Efficiency in Fruit and Vegetable Marketing Co-operatives with Heterogeneous Technologies in Canada," 2005 Annual meeting, July 24-27, Providence, RI 19507, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    13. Chien-Ming Chen & Magali A. Delmas & Marvin B. Lieberman, 2015. "Production frontier methodologies and efficiency as a performance measure in strategic management research," Strategic Management Journal, Wiley Blackwell, vol. 36(1), pages 19-36, January.
    14. Berg, Sanford V & Marques, Rui Cunha, 2010. "Quantitative studies of water and sanitation utilities: a literature survey," MPRA Paper 32891, University Library of Munich, Germany.
    15. Latruffe, Laure & Nauges, Celine, 2010. "Converting to organic farming in France: Is there a selection problem?," 120th Seminar, September 2-4, 2010, Chania, Crete 109386, European Association of Agricultural Economists.
    16. Luis Murillo-Zamorano & Carmelo Petraglia, 2011. "Technical efficiency in primary health care: does quality matter?," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 12(2), pages 115-125, April.
    17. Giokas, Dimitris I., 2008. "Assessing the efficiency in operations of a large Greek bank branch network adopting different economic behaviors," Economic Modelling, Elsevier, vol. 25(3), pages 559-574, May.
    18. Barnabe Walheer, 2024. "Meta-frontier: literature review and toolkit," Operational Research, Springer, vol. 24(2), pages 1-28, June.
    19. Per J. Agrell & Mehdi Farsi & Massimo Filippini & Martin Koller, 2013. "Unobserved heterogeneous effects in the cost efficiency analysis of electricity distribution systems," Working Papers 0038, Swiss Economics.
    20. Krüger, Jens J., 2012. "A Monte Carlo study of old and new frontier methods for efficiency measurement," European Journal of Operational Research, Elsevier, vol. 222(1), pages 137-148.
    21. Gianluca Bortoletto & Donata Favaro, 2019. "Healthcare efficiency across European countries during the recent economic crisis," ECONOMIA PUBBLICA, FrancoAngeli Editore, vol. 2019(2), pages 9-38.

    More about this item

    Keywords

    DEA;

    JEL classification:

    • C4 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics
    • H4 - Public Economics - - Publicly Provided Goods

    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:ebl:ecbull:eb-04c40010. 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: John P. Conley (email available below). General contact details of provider: .

    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.