A multi-objective portfolio selection （MADL） is studied, which solves multi-objective linear optimal problems. The model replaces the risk with the sum of the absolute deviation and depicts liquidity by turnover. Considers the utility function about investors and applies an ideal point method for solving the model, which facilitates the actual operation. Finally analyzes the application value of the model through examples.