This volume contains a wide range of applications from Bayesian statistics and maximum entropy methods to problems of concern in such fields as image processing, coding theory, machine learning, economics, data analysis and various other problems. It is a compendium of papers by the leading researchers in the field of Bayesian statistics and maximum entropy methods and represents developments in the field. This should be of interest to researchers in applied statistics, information theory, coding theory, image and signal processing.