NONPARAMETRIC BAYESIAN DICTIONARY LEARNING FOR ANALYSIS OF NOISY AND INCOMPLETE IMAGES By Mingyuan Zhou, Haojun Chen John Paisley, Lu Ren Lingbo Li, Zhengming Xing, David Dunson, Guillermo Sapiro and Lawrence Carin IMA Preprint Series # 2307 ( April 2010 ) INSTITUTE FOR MATHEMATICS AND ITS APPLICATIONS UNIVERSITY OF MINNESOTA 400 Lind Hall 207 Church Street S.E. Minneapolis, Minnesota 55455–0436 Phone: 612-624-6066 Fax: 612-626-7370 URL: http://www.ima.umn.edu