Entropy is a measure of the uncertainty. Entropy-based optimization model can help investors to make decision in the imperfect securities market. This paper improved the existing entropy optimization model by adding the securities transaction costs, and analyzed the maximization of the investment portfolio gains in an uncertain environment.