This book will be the first to present the foundational issues of Bayesian modeling, finite and infinite mixture models, and MCMC computational methods, together with a range of detailed case studies covering the applications of the methods. The applications are drawn from a wide range of scientific disciplines, including biostatistics, ecology, bioinformatics, the social sciences and finance.