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  • Articles  (4)
  • stochastic programming  (4)
  • 2020-2020
  • 1980-1984  (4)
  • Economics  (4)
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  • Articles  (4)
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  • 1
    Electronic Resource
    Electronic Resource
    Springer
    Annals of operations research 1 (1984), S. 3-22 
    ISSN: 1572-9338
    Keywords: Stochastic optimization ; subgradient ; stochastic programming
    Source: Springer Online Journal Archives 1860-2000
    Topics: Mathematics , Economics
    Notes: Abstract We review some modeling alternatives for handling risk in decision-making processes for unconstrained stochastic optimization problems. Solution strategies are discussed and compared.
    Type of Medium: Electronic Resource
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  • 2
    Electronic Resource
    Electronic Resource
    Springer
    Annals of operations research 1 (1984), S. 129-134 
    ISSN: 1572-9338
    Keywords: Statistical models ; multimodal optimization ; stochastic programming ; decision theory ; Bayesian problems
    Source: Springer Online Journal Archives 1860-2000
    Topics: Mathematics , Economics
    Notes: Abstract A model of a complicated function under uncertainty is constructed axiomatically, formalizing suppositions on rationality of information on a considered function.
    Type of Medium: Electronic Resource
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  • 3
    Electronic Resource
    Electronic Resource
    Springer
    Annals of operations research 1 (1984), S. 23-42 
    ISSN: 1572-9338
    Keywords: Hierarchical planning problem ; stochastic programming ; heuristic ; performance measure ; probabilistic analysis ; asymptotic optimality ; machine scheduling
    Source: Springer Online Journal Archives 1860-2000
    Topics: Mathematics , Economics
    Notes: Abstract As we have argued in previous papers, multi-level decision problems can often be modeled as multi-stage stochastic programs, and hierarchical planning systems designed for their solution, when viewed as stochastic programming heuristics, can be subjected to analytical performance evaluation. The present paper gives a general formulation of such stochastic programs and provides a framework for the design and analysis of heuristics for their solution. The various ways to measure the performance of such heuristics are reviewed, and some relations between these measures are derived. Our concepts are illustrated on a simple two-level planning problem of a general nature and on a more complicated two-level scheduling problem.
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  • 4
    Electronic Resource
    Electronic Resource
    Springer
    Annals of operations research 1 (1984), S. 67-78 
    ISSN: 1572-9338
    Keywords: Integer linear programming ; stochastic programming ; probabilistic analysis ; computational complexity ; order statistics
    Source: Springer Online Journal Archives 1860-2000
    Topics: Mathematics , Economics
    Notes: Abstract A method is proposed to estimate confidence intervals for the solution of integer linear programming (ILP) problems where the technological coefficients matrix and the resource vector are made up of random variables whose distribution laws are unknown and only a sample of their values is available. This method, based on the theory of order statistics, only requires knowledge of the solution of the relaxed integer linear programming (RILP) problems which correspond to the sampled random parameters. The confidence intervals obtained in this way have proved to be more accurate than those estimated by the current methods which use the integer solutions of the sampled ILP problems.
    Type of Medium: Electronic Resource
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