We review the different block bootstrap methods for time series, and present them in a unified framework. We then revisit a recent result of Lahiri (1999b) comparing the different methods and give a corrected bound on their asymptotic relative efficiency; we also introduce a new notion of finite-sample “attainable” relative efficiency. Finally, based on the notion of spectral estimation via the...