Interval-based stochastic dominance: theoretical framework and application to portfolio choices

被引:2
|
作者
Liu, Jia [1 ,2 ]
Chen, Zhiping [1 ,2 ]
Consigli, Giorgio [3 ,4 ]
机构
[1] Xi An Jiao Tong Univ, Sch Math & Stat, Xian 710049, Shaanxi, Peoples R China
[2] Xian Int Acad Math & Math Technol, Ctr Optimizat Tech & Quantitat Finance, Xian 710049, Peoples R China
[3] Khalifa Univ Sci & Technol, Dept Math, Abu Dhabi, U Arab Emirates
[4] Univ Bergamo, Dept Econ, Bergamo, Italy
基金
中国国家自然科学基金;
关键词
Stochastic dominance; Bi-criteria decision making; Portfolio selection; Reference point; OPTIMIZATION PROBLEMS; PROSPECT-THEORY; RISK MEASURES; DECISION; PROGRAMS; UTILITY;
D O I
10.1007/s10479-021-04231-9
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
We introduce a new stochastic dominance relationship, the interval-based stochastic dominance (ISD). By choosing different reference points, we showthat ISDmay span a continuum of preferences between kth and (k + 1)th order stochastic dominance (SD). We distinguish accordingly between interval-based (or shortly just interval) SD of order 1 and of order 2: the former spanning from first- to second-order stochastic dominance, the latter from secondto third-order stochastic dominance. By examining the relationships between interval-based SD and SD, as well as between ISD and risk measures or utility functions, we frame the concept within decision theory and clarify its implications when applied to an optimal financial allocation problem. The formulation of ISD-constrained problems in the presence of discrete random variables is discussed in detail and applied to a portfolio selection problem.
引用
收藏
页码:329 / 361
页数:33
相关论文
共 50 条
  • [1] Interval-based stochastic dominance: theoretical framework and application to portfolio choices
    Jia Liu
    Zhiping Chen
    Giorgio Consigli
    [J]. Annals of Operations Research, 2021, 307 : 329 - 361
  • [2] An interval-based stochastic dominance approach for decision making in forward contracts of electricity market
    Jamshidi, Movahed
    Kebriaei, Hamed
    Sheikh-El-Eslami, Mohammad-Kazem
    [J]. ENERGY, 2018, 158 : 383 - 395
  • [3] An Interval-Based Framework for Fuzzy Clustering Applications
    Silva, Liliane
    Moura, Ronildo
    Canuto, Anne M. P.
    Santiago, Regivan H. N.
    Bedregal, Benjamin
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2015, 23 (06) : 2174 - 2187
  • [4] Graded dominance interval-based fuzzy objective information systems
    Huang, Bing
    [J]. KNOWLEDGE-BASED SYSTEMS, 2011, 24 (07) : 1004 - 1012
  • [5] Electric Company Portfolio Optimization Under Interval Stochastic Dominance Constraints
    Berleant, D.
    Dancre, M.
    Argaud, J. P.
    Sheble, G.
    [J]. ISIPTA 05-PROCEEDINGS OF THE FOURTH INTERNATIONAL SYMPOSIUM ON IMPRECISE PROBABILITIES AND THEIR APPLICATIONS, 2005, : 51 - 57
  • [6] Constrained optimization with respect to stochastic dominance: Application to portfolio insurance
    El Karoui, N
    Meziou, A
    [J]. MATHEMATICAL FINANCE, 2006, 16 (01) : 103 - 117
  • [7] Backtesting stochastic mortality models by prediction interval-based metrics
    Scognamiglio S.
    Marino M.
    [J]. Quality & Quantity, 2023, 57 (4) : 3825 - 3847
  • [8] Portfolio optimization based on stochastic dominance and empirical likelihood
    Post, Thierry
    Karabati, Selcuk
    Arvanitis, Stelios
    [J]. JOURNAL OF ECONOMETRICS, 2018, 206 (01) : 167 - 186
  • [9] An Interval-Based Evolutionary Approach to Portfolio Optimization of New Product Development Projects
    Fernandez, Eduardo
    Gomez-Santillan, Claudia
    Rangel-Valdez, Nelson
    Cruz-Reyes, Laura
    Balderas, Fausto
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2019, 2019
  • [10] Interval-based KKT framework for support vector machines and beyond
    Younus, Awais
    Tunc, Cemil
    [J]. JOURNAL OF TAIBAH UNIVERSITY FOR SCIENCE, 2024, 18 (01):