Written by leaders in the field, this comprehensive book presents the methodology, key models, and modern applications of optimal experimental design, with a focus on regression designs and their applications. It covers spatial modeling and optimization; discusses classical theory of optimal design in linear regression; and is supplemented with historical notes, references, and key results with proofs. It is recommended for those who need to apply advanced methods to a variety of challenging problems.