This textbook presents the most important models and procedures in time series analysis. It focuses on the time domain, with special consideration of explorative methods, ARMA models and their extensions, predictive methods, and time series regressions. The new edition has been updated and expanded, and includes, among other things, a chapter on long memory processes.