@TechReport{Dartmouth:TR97-324, author = {J. Aslam and K. Pelekhov and Daniela Rus}, title = {{Computing Dense Clusters On-line for Information Organization}}, institution = {Dartmouth College, Computer Science}, address = {Hanover, NH}, number = {PCS-TR97-324}, year = {1997}, month = {October}, URL = {http://www.cs.dartmouth.edu/reports/TR97-324.ps.Z}, comment = { Submitted to the 1998 SIGIR Conference. }, abstract = { We present and analyze the off-line star algorithm for clustering static information systems and the on-line star algorithm for clustering dynamic information systems. These algorithms partition a document collection into a number of clusters that is naturally induced by the collection. We show a lower bound on the accuracy of the clusters produced by these algorithms. We use the random graph model to show that both star algorithms produce correct clusters in time Theta(V + E). Finally, we provide data from extensive experiments. } }