A special double issue of Statistical Analysis and Data Mining journal guest edited by Prof. Obradovic and Prof. H. Liu from Arizona State University is published in Dec. 2008 (vol. 2, no. 3-4). This issue contains extended papers of the best studies selected from submissions to the Ninth SIAM International Conference on Data Mining (SDM’09).