Time Series: Data Analysis and Theory by David R. Brillinger (Paperback, 2001)

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ISBN-13: 9780898715019, 978-0898715019. The techniques, which are illustrated by data analyses, are discussed in both a heuristic and a formal manner, making the book useful for both the applied and the theoretical worker.