(Sub-)Differentiability of Probability Functions with Elliptical Distributions

被引:0
|
作者
W. van Ackooij
I. Aleksovska
M. Munoz-Zuniga
机构
[1] EDF R&D,
[2] OSIRIS,undefined
[3] IFP Energies nouvelles,undefined
来源
关键词
Stochastic optimisation; Probabilistic constraints; Chance constraints; Gradients of probability functions; MSC 90C15; MSC 90C30;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper we investigate probability functions acting on nonlinear systems wherein the random vector can follow an elliptically symmetric distribution. We provide first and second order differentiability results as well as readily implementable formulæ. We also demonstrate that these formulæ can be readily employed within standard non-linear programming software through a set of illustrative numerical experiments.
引用
收藏
页码:887 / 910
页数:23
相关论文
共 50 条
  • [1] (Sub-)Differentiability of Probability Functions with Elliptical Distributions
    van Ackooij, W.
    Aleksovska, I.
    Munoz-Zuniga, M.
    SET-VALUED AND VARIATIONAL ANALYSIS, 2018, 26 (04) : 887 - 910
  • [2] Probability distribution functions of sub- and superdiffusive systems
    Cecconi, Fabio
    Costantini, Giulio
    Taloni, Alessandro
    Vulpiani, Angelo
    PHYSICAL REVIEW RESEARCH, 2022, 4 (02):
  • [3] Derivatives of Probability Functions: Unions of Polyhedra and Elliptical Distributions
    van Ackooij, Wim
    Javal, Paul
    Perez-Aros, Pedro
    SET-VALUED AND VARIATIONAL ANALYSIS, 2022, 30 (02) : 487 - 519
  • [4] Derivatives of Probability Functions: Unions of Polyhedra and Elliptical Distributions
    Wim van Ackooij
    Paul Javal
    Pedro Pérez-Aros
    Set-Valued and Variational Analysis, 2022, 30 : 487 - 519
  • [5] Criteria for (Sub-)Harmonicity and Continuation of (Sub-)Harmonic Functions
    B. N. Khabibullin
    Siberian Mathematical Journal, 2003, 44 : 713 - 728
  • [6] Criteria for (sub-)harmonicity and continuation of (sub-)harmonic functions
    Khabibullin, BN
    SIBERIAN MATHEMATICAL JOURNAL, 2003, 44 (04) : 713 - 728
  • [7] (Sub-) Gradient Formulae for Probability Functions of Random Inequality Systems under Gaussian Distribution
    van Ackooij, Wim
    Henrion, R.
    SIAM-ASA JOURNAL ON UNCERTAINTY QUANTIFICATION, 2017, 5 (01): : 63 - 87
  • [8] Second-order differentiability of probability functions
    van Ackooij, Wim
    Malick, Jerome
    OPTIMIZATION LETTERS, 2017, 11 (01) : 179 - 194
  • [9] Second-order differentiability of probability functions
    Wim van Ackooij
    Jérôme Malick
    Optimization Letters, 2017, 11 : 179 - 194
  • [10] Eventual convexity of probability constraints with elliptical distributions
    Wim van Ackooij
    Jérôme Malick
    Mathematical Programming, 2019, 175 : 1 - 27