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An Analysis of Black-box Optimization Problems in Reinsurance: Evolutionary-based Approaches

Author

Listed:
  • Sancho Salcedo-Sanz

    (Department of Signal Theory and Communications, Universidad de Alcala, Spain.)

  • L. Carro-Calvo

    (Department of Signal Theory and Communications, Universidad de Alcala, Spain.)

  • Mercè Claramunt

    (Dept. Matematica Economica, Financera i Actuarial, Universitat de Barcelona, CREB, XREAP, Barcelona, Spain.)

  • Anna Castañer

    (Dept. Matematica Economica, Financera i Actuarial, Universitat de Barcelona, CREB, XREAP, Barcelona, Spain.)

  • Maite Marmol

    (Dept. Matematica Economica, Financera i Actuarial, Universitat de Barcelona, CREB, XREAP, Barcelona, Spain.)

Abstract

Black-box optimization problems (BBOP) are de ned as those optimization problems in which the objective function does not have an algebraic expression, but it is the output of a system (usually a computer program). This paper is focussed on BBOPs that arise in the eld of insurance, and more speci cally in reinsurance problems. In this area, the complexity of the models and assumptions considered to de ne the reinsurance rules and conditions produces hard black-box optimization problems, that must be solved in order to obtain the optimal output of the reinsurance. The application of traditional optimization approaches is not possible in BBOP, so new computational paradigms must be applied to solve these problems. In this paper we show the performance of two evolutionary-based techniques (Evolutionary Programming and Particle Swarm Optimization). We provide an analysis in three BBOP in reinsurance, where the evolutionary-based approaches exhibit an excellent behaviour, nding the optimal solution within a fraction of the computational cost used by inspection or enumeration methods.

Suggested Citation

  • Sancho Salcedo-Sanz & L. Carro-Calvo & Mercè Claramunt & Anna Castañer & Maite Marmol, 2013. "An Analysis of Black-box Optimization Problems in Reinsurance: Evolutionary-based Approaches," Working Papers XREAP2013-04, Xarxa de Referència en Economia Aplicada (XREAP), revised May 2013.
  • Handle: RePEc:xrp:wpaper:xreap2013-04
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    References listed on IDEAS

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    Keywords

    Reinsurance; Optimization Problems; Evolutionary-based algorithms;
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