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Time Series with Mixed Spectra
Engelsk
Bogcover for Time Series with Mixed Spectra af Ta-Hsin Li, 9781138374959
Specifikationer
Sprog:
Engelsk
Sider:
680
ISBN-13:
9781138374959
Indbinding:
Paperback
ISBN-10:
1138374954
Udg. Dato:
12 jun 2019
Størrelse i cm:
15,6 x 23,6 x 4,5
Oplagsdato:
12 jun 2019
Forfatter(e):

Time Series with Mixed Spectra

Engelsk
Paperback 2019
Format:

Bog beskrivelse

Time series with mixed spectra are characterized by hidden periodic components buried in random noise. Despite strong interest in the statistical and signal processing communities, no book offers a comprehensive and up-to-date treatment of the subject. Filling this void, Time Series with Mixed Spectra focuses on the methods and theory for the statistical analysis of time series with mixed spectra. It presents detailed theoretical and empirical analyses of important methods and algorithms.

Using both simulated and real-world data to illustrate the analyses, the book discusses periodogram analysis, autoregression, maximum likelihood, and covariance analysis. It considers real- and complex-valued time series, with and without the Gaussian assumption. The author also includes the most recent results on the Laplace and quantile periodograms as extensions of the traditional periodogram.

Complete in breadth and depth, this book explains how to perform the spectral analysis of time series data to detect and estimate the hidden periodicities represented by the sinusoidal functions. The book not only extends results from the existing literature but also contains original material, including the asymptotic theory for closely spaced frequencies and the proof of asymptotic normality of the nonlinear least-absolute-deviations frequency estimator.

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Specifikationer
Sprog:
Engelsk
Sider:
680
ISBN-13:
9781138374959
Indbinding:
Paperback
ISBN-10:
1138374954
Udg. Dato:
12 jun 2019
Størrelse i cm:
15,6 x 23,6 x 4,5
Oplagsdato:
12 jun 2019
Forfatter(e):
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