期刊
OPTIMIZATION
卷 67, 期 2, 页码 287-307出版社
TAYLOR & FRANCIS LTD
DOI: 10.1080/02331934.2017.1394298
关键词
Mean variance optimization problem; robust optimization; Renyi divergence
资金
- National Natural Science Foundation of China [11471230, 11671282, 11701478]
- Fundamental Research Funds for the Central Universities, Southwest Minzu University [2017NZYQN34]
In this paper, we consider the robust mean variance optimization problem where the probability distribution of assets' returns is multivariate normal and the uncertain mean and covariance are controlled by a constraint involving Renyi divergence. We present the closed-form solutions for the robust mean variance optimization problem and find that the choice of order parameter which is related to the Renyi divergence measure will not impact optimal portfolio strategy under the cases that the mean vector and the covariance matrix are uncertain, respectively. Moreover, we obtain the closed-form solution for the robust mean variance optimization problem under the case that the mean vector and the covariance matrix are both uncertain. We illustrate the efficiency of our results with an example.
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