The group decision-making problems with different forms of preference information are investigated. Based on the translation formulas of four types of fuzzy preference information represented by means of real value, interval value, linguistic assessment term and intuitional fuzzy value, this paper firstly makes the information uniform, then the effective synthetic attribute weight is determined based on aggregation operators. Finally, a numerical analysis is given, and the result shows the approach is simple, effective and easy to implement.