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Accordingly, the total return on a portfolio becomes an uncertain random variable. In this paper, we first define value-at-risk of uncertain random variable and discuss its mathematical properties as well as numerical solution procedure. Then we employ it to measure the risk associated with uncertain random returns and formulate the corresponding portfolio optimization models with uncertain random returns. 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