In this paper, to solve this Cold-Start problem, firstly we provided a solution of Attribute Correlation Method that uses metadata which are belonged to users. And, we experimented with this Attribute Correlation Method, but the good results were not obtained. Secondly, in order to improve this Attribute Correlation Method, we proposed a new approach (called Collaborative Attribute Method) is to address this Cold-Start problem and showed the experimental results.