This volume contains a set of papers that will be of interest to astronomers who seek exposure to recent developments in statistics, and to statisticians interested in confronting new probems. The level is appropriate for researchers and graduate students in both fields. The volume is edited by a statistician and an astronomer, both of whom are well-known for their interdisciplinary work in this area.