In addition to providing new material this book systematically sets out the underlying theory of experimental design, drawing motivating illustrations froma broad range of applications. The emphasis is primarily on design, although methods of statistical analysis are discussed, and bibliographic notes, further results, and excercises sketch historical and recent developments.