Pui Lam Leung (Statistics, CUHK) Title: Unidimensional scaling, Clustering and Data Mining Abstract: Unidimensional scaling (UDS) is first briefly introduced. In particular, Guttman's updating algorithm and Pliner's smoothing algorithm are discussed. A new method for finding a good starting value for these algorithms is proposed. The UDS solution provides an alternative method for cluster analysis. A method for automatic detection of cluster is proposed . Finally, extensions and potential applications of this approach to data mining will be discussed.