In view of the flaw of the multiple attribute decision making with high-dimension data characteristics, the third-order fuzzy tensor has thus been defined, with the generalized weighted geometric (GWG) operator based on third-order fuzzy tensor subsequently established. By exploring the properties of GWG operator, a novel method is proposed to solve the multiple attribute decision making problems, with examples provided to verify the efficiency of the proposed method.