Inverse portfolio problem with mean-deviation model
Bogdan Grechuk and
Michael Zabarankin
European Journal of Operational Research, 2014, vol. 234, issue 2, 481-490
Abstract:
A Markowitz-type portfolio selection problem is to minimize a deviation measure of portfolio rate of return subject to constraints on portfolio budget and on desired expected return. In this context, the inverse portfolio problem is finding a deviation measure by observing the optimal mean-deviation portfolio that an investor holds. Necessary and sufficient conditions for the existence of such a deviation measure are established. It is shown that if the deviation measure exists, it can be chosen in the form of a mixed CVaR-deviation, and in the case of n risky assets available for investment (to form a portfolio), it is determined by a combination of (n+1) CVaR-deviations. In the later case, an algorithm for constructing the deviation measure is presented, and if the number of CVaR-deviations is constrained, an approximate mixed CVaR-deviation is offered as well. The solution of the inverse portfolio problem may not be unique, and the investor can opt for the most conservative one, which has a simple closed-form representation.
Keywords: Risk preferences; Portfolio optimization; Deviation measure; Conditional value-at-risk (search for similar items in EconPapers)
Date: 2014
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Citations: View citations in EconPapers (11)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:ejores:v:234:y:2014:i:2:p:481-490
DOI: 10.1016/j.ejor.2013.04.056
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