Portfolio optimization under solvency II: a multi-objective approach incorporating market views and real-world constraints

被引:1
|
作者
Di Francesco, Marco [1 ]
机构
[1] UnipolSai Assicuraz, Via Stalingrado 45, Bologna, Italy
关键词
Portfolio theory; Solvency II; Multi-objective evolution algorithm; Real-world constraints; Non-life insurance company;
D O I
10.1007/s10203-021-00320-3
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
We propose a new approach to handle the problem of portfolio optimization for non-life insurance company incorporating the solvency capital requirement (SCR), market views and their confident levels, several equality and inequality real-world constraints and transaction costs. We analyze two case studies: first, we consider a tri-objective optimization problem in which we minimize the Market SCR, the variance of the so-called basic own funds (BOF) and maximize the return of portfolio; secondly, we consider bi-objective optimization problem in which we minimize the variance of BOF and maximize the return of portfolio while considering the Market SCR as a constraint. We introduce a scenario-based framework in which the reference model is given by an internal model. By entropy pooling approach, we blended market views and their confident levels with the reference model to build the posterior distribution. The latter is used to compute the variance of BOF and the portfolio return. In both case studies, we obtain good results in term of risk-reward tradeoff and diversification.
引用
收藏
页码:269 / 294
页数:26
相关论文
共 50 条
  • [31] Comparative Analysis of Selection Hyper-Heuristics for Real-World Multi-Objective Optimization Problems
    de Carvalho, Vinicius Renan
    Oezcan, Ender
    Sichman, Jaime Simao
    APPLIED SCIENCES-BASEL, 2021, 11 (19):
  • [32] Constrained multi-objective optimization evolutionary algorithm for real-world continuous mechanical design problems
    Ming, Fei
    Gong, Wenyin
    Zhen, Huixiang
    Wang, Ling
    Gao, Liang
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 135
  • [33] A New Approach to Group Multi-Objective Optimization under Imperfect Information and Its Application to Project Portfolio Optimization
    Fernandez, Eduardo
    Rangel-Valdez, Nelson
    Cruz-Reyes, Laura
    Gomez-Santillan, Claudia
    APPLIED SCIENCES-BASEL, 2021, 11 (10):
  • [34] A Hybrid Multiobjective Bat Algorithm for Fuzzy Portfolio Optimization with Real-World Constraints
    Chen, Wei
    Xu, Wen
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2019, 21 (01) : 291 - 307
  • [35] A Hybrid Multiobjective Bat Algorithm for Fuzzy Portfolio Optimization with Real-World Constraints
    Wei Chen
    Wen Xu
    International Journal of Fuzzy Systems, 2019, 21 : 291 - 307
  • [36] Multi-objective Optimization Approach to Stock Market Technical Indicators
    de Almeida, Ricardo
    Reynoso-Meza, Gilberto
    Arns Steiner, Maria Teresinha
    2016 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2016, : 3670 - 3677
  • [37] Dynamic Programming Approach to Solve Real-World Application of Multi-Objective Unbounded Knapsack Problem
    Khandekar, Aayush P.
    Nargundkar, Aniket
    INTELLIGENT SYSTEMS AND APPLICATIONS, ICISA 2022, 2023, 959 : 417 - 422
  • [38] A novel two-stage constraints handling framework for real-world multi-constrained multi-objective optimization problem based on evolutionary algorithm
    Xin Li
    Qing An
    Jun Zhang
    Fan Xu
    Ruoli Tang
    Zhengcheng Dong
    Xiaodi Zhang
    Jingang Lai
    Xiaobing Mao
    Applied Intelligence, 2021, 51 : 8212 - 8229
  • [39] A novel two-stage constraints handling framework for real-world multi-constrained multi-objective optimization problem based on evolutionary algorithm
    Li, Xin
    An, Qing
    Zhang, Jun
    Xu, Fan
    Tang, Ruoli
    Dong, Zhengcheng
    Zhang, Xiaodi
    Lai, Jingang
    Mao, Xiaobing
    APPLIED INTELLIGENCE, 2021, 51 (11) : 8212 - 8229
  • [40] Multi-Objective Portfolio Optimization Strategy Using the SPEA-II Algorithm
    Azarberahman, Alireza
    Tohidinia, Malihe
    Aliakbarzadeh, Hossein
    JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGY-MALAYSIA, 2025, 24 (01): : 52 - 78