A framework for clustering is described herein. In accordance with one aspect, a data set having x number of objects, and preference information of a user is provided to a clustering tool. The clustering tool may calculate preference degrees between objects in the data set. In addition, similarity measures of objects in the data set may be calculated. Clusters of objects may then be generated from the data set.