Abstract: The return rates of securities are characterized as fuzzy variables rather than random variables. The fuzzy entropy, which is a measure of uncertainty is employed to measure the risk of investment. The portfolio selection model based on entropy risk measure is proposed in fuzzy environment. A hybrid intelligent algorithm based on fuzzy simulation is designed to solve the new optimization problem.