The problems about dynamic weights of attributes and experts, and stage weight in multi-stage and multi-attributes group decision-making are discussed based on the theory about the distance degree of interval numbers and entropy values. It is described how to confirm the weights of multi-attributes, expert’ weights in single stages and stage weight based on decision preference of stages, and then the ultima choice is given. A numerical example shows the feasibility and practicability of the proposed algorithm.