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Social influence and neighbourhood effects in the health care market

Author

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  • Montefiori, Marcello
  • Resta, Marina

Abstract

This work is intended to analyze the market for health care through a computational approach based on unsupervised neural networks. The paper provides a theoretical framework for a computational model that relies on Kohonen's self organizing maps (SOM), arranged into two layers: in the upper layer the competition dynamics of health care providers is modelled, whereas in the lower level patients behaviour is monitored. Interactions take place both vertically between the layers (in a bi-directional way), and horizontally, inside each level, exploiting neighbourhood features of SOM: signals move vertically from hospitals to patients and vice-versa, but they also spread out sideward, from patient to patient, and from hospital to hospital. The result is a new approach addressing the issue of hospital behaviour and demand mechanism modelling, which conjugates a robust theoretical implementation together with an instrument of deep graphical impact.

Suggested Citation

  • Montefiori, Marcello & Resta, Marina, 2008. "Social influence and neighbourhood effects in the health care market," POLIS Working Papers 98, Institute of Public Policy and Public Choice - POLIS.
  • Handle: RePEc:uca:ucapdv:98
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    References listed on IDEAS

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    2. Bia, Michela, 2007. "The Propensity Score method in public policy evaluation: a survey," POLIS Working Papers 79, Institute of Public Policy and Public Choice - POLIS.
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    6. Cugno, Franco & Ottoz, Elisabetta, 2006. "Static inefficiency of compulsory licensing: Quantity vs. price competition," POLIS Working Papers 73, Institute of Public Policy and Public Choice - POLIS.
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    9. Ottone, Stefania & Ponzano, Ferruccio, 2007. "Non-self-centered inequity aversion matters. A model," POLIS Working Papers 91, Institute of Public Policy and Public Choice - POLIS.
    10. Breton, Albert & Scott, Anthony & Fraschini, Angela, 2007. "Explaining differences in environmental governance patterns between Canada, Italy and the United States," POLIS Working Papers 87, Institute of Public Policy and Public Choice - POLIS.
    11. Roberto Zanola, 2010. "Major influences on circus attendance," Empirical Economics, Springer, vol. 38(1), pages 159-170, February.
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    13. Bissey, Marie-Edith & Ortona, Guido, 2007. "The program for the simulation of electoral systems ALEX4.1: what it does and how to use it," POLIS Working Papers 82, Institute of Public Policy and Public Choice - POLIS.
    14. Lotito, Gianna, 2007. "Resolute Choice in interaction: a qualitative experiment," POLIS Working Papers 94, Institute of Public Policy and Public Choice - POLIS.
    15. Ortona, Guido & Ottone, Stefania & Ponzano, Ferruccio & Scacciati, Francesco, 2008. "Labour supply in presence of taxation financing public services. An experimental approach," Journal of Economic Psychology, Elsevier, vol. 29(5), pages 619-631, November.
    16. Bia, Michela & Mattei, Alessandra, 2007. "Application of the Generalized Propensity Score. Evaluation of public contributions to Piedmont enterprises," POLIS Working Papers 80, Institute of Public Policy and Public Choice - POLIS.
    17. Zanola, Roberto, 2007. "The Dynamics of Art Prices: The Selection Corrected Repeat-Sales Index," POLIS Working Papers 76, Institute of Public Policy and Public Choice - POLIS.
    18. Ramello, Giovanni B., 2007. "Access to vs. exclusion from knowledge: Intellectual property, efficiency and social justice," POLIS Working Papers 90, Institute of Public Policy and Public Choice - POLIS.
    19. Darby, Michael R & Karni, Edi, 1973. "Free Competition and the Optimal Amount of Fraud," Journal of Law and Economics, University of Chicago Press, vol. 16(1), pages 67-88, April.
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    Cited by:

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    2. Daron Acemoglu & Davide Ticchi & Andrea Vindigni, 2010. "A Theory of Military Dictatorships," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(1), pages 1-42, January.
    3. Piero Cavaleri & Michael Keren & Giovanni B. Ramello & Vittorio Valli, 2009. "Publishing an E-Journal on a Shoe String: Is It a Sustainable Project?," Economic Analysis and Policy, Elsevier, vol. 39(1), pages 89-101, March.
    4. Privileggi, Fabio, 2007. "The cutoff policy of taxation when CRRA taxpayers differ in risk aversion coefficients and income: a proof," POLIS Working Papers 99, Institute of Public Policy and Public Choice - POLIS.
    5. Marchese, Carla, 2008. "The limits to growth then and now," POLIS Working Papers 105, Institute of Public Policy and Public Choice - POLIS.

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    More about this item

    Keywords

    self organizing maps; health market; adaptive behaviour; incomplete information; mixed market;
    All these keywords.

    JEL classification:

    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • C60 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - General

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