Time Series: Data Analysis and Theory (Classics in Applied Mathematics, 36)
'Intended for students and researchers, this text employs basic techniques of univariate and multivariate statistics for the analysis of time series and signals.  It covers a broad collection of theorems.  The techniques are illustrated by data analyses and are discussed both heuristically and formally to serve both the applied and the theoretical worker.' IEEE Signal Processing Magazine