This book constitutes the refereed proceedings of the 13th Industrial Conference on Data Mining ICDM 2013 held in New York NY in July 2013. The 22 revised full papers presented were carefully reviewed and selected from 112 submissions. The topics range from theoretical aspects of data mining to applications of data mining such as in multimedia data in marketing finance and telecommunication in medicine and agriculture and in process control industry and society.