TY - JOUR
T1 - Remarks on a copula-based conditional value at risk for the portfolio problem
AU - Molina Barreto, Andres Mauricio
AU - Ishimura, Naoyuki
N1 - Publisher Copyright:
© 2023 The Authors. Intelligent Systems in Accounting, Finance and Management published by John Wiley & Sons Ltd.
PY - 2023/7/1
Y1 - 2023/7/1
N2 - We deal with a multivariate conditional value at risk. Compared with the usual notion for the single random variable, a multivariate value at risk is concerned with several variables, and thus, the relation between each risk factor should be considered. We here introduce a new definition of copula-based conditional value at risk, which is real valued and ready to be computed. Copulas are known to provide a flexible method for handling a possible nonlinear structure; therefore, copulas may be naturally involved in the theory of value at risk. We derive a formula of our copula-based conditional value at risk in the case of Archimedean copulas, whose effectiveness is shown by examples. Numerical studies are also carried out with real data, which can be verified with analytical results.
AB - We deal with a multivariate conditional value at risk. Compared with the usual notion for the single random variable, a multivariate value at risk is concerned with several variables, and thus, the relation between each risk factor should be considered. We here introduce a new definition of copula-based conditional value at risk, which is real valued and ready to be computed. Copulas are known to provide a flexible method for handling a possible nonlinear structure; therefore, copulas may be naturally involved in the theory of value at risk. We derive a formula of our copula-based conditional value at risk in the case of Archimedean copulas, whose effectiveness is shown by examples. Numerical studies are also carried out with real data, which can be verified with analytical results.
KW - conditional value at risk
KW - copula
KW - portfolio problem
KW - risk measure
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U2 - 10.1002/isaf.1540
DO - 10.1002/isaf.1540
M3 - Article
AN - SCOPUS:85166920332
SN - 1550-1949
VL - 30
SP - 150
EP - 170
JO - Intelligent Systems in Accounting, Finance and Management
JF - Intelligent Systems in Accounting, Finance and Management
IS - 3
ER -