Time Series Analysis by James Douglas Hamilton (Hardcover, 1994)

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This book synthesizes these recent advances and makes them accessible to first-year graduate students. It starts from first principles and should be readily accessible to any beginning graduate student, while it is also intended to serve as a reference book for researchers.