This is a book on bootstrap and related resampling methods for temporal and spatial data exhibiting various forms of dependence. Like the resam- pling methods for independent data, these methods provide tools for sta- tistical analysis of dependent data without requiring stringent structural assumptions. This is an important aspect of the resampling methods in the dependent case, as the problem of model misspecification is more preva- lent under dependence...