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Spectral Analysis for Univariate Time Series (Cambridge Series in Statistical and Probabilistic Mathematics, Series Number 51) - Hardcover

 
9781107028142: Spectral Analysis for Univariate Time Series (Cambridge Series in Statistical and Probabilistic Mathematics, Series Number 51)
  • PublisherCambridge University Press
  • Publication date2020
  • ISBN 10 1107028140
  • ISBN 13 9781107028142
  • BindingHardcover
  • LanguageEnglish
  • Edition number2
  • Number of pages780

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Percival, Donald B.; Walden, Andrew T.
Published by Cambridge University Press, 2020
ISBN 10: 1107028140 ISBN 13: 9781107028142
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Percival, Donald B.
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Percival, Donald B.; Walden, Andrew T.
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Hardcover. Condition: new. Hardcover. Spectral analysis is widely used to interpret time series collected in diverse areas. This book covers the statistical theory behind spectral analysis and provides data analysts with the tools needed to transition theory into practice. Actual time series from oceanography, metrology, atmospheric science and other areas are used in running examples throughout, to allow clear comparison of how the various methods address questions of interest. All major nonparametric and parametric spectral analysis techniques are discussed, with emphasis on the multitaper method, both in its original formulation involving Slepian tapers and in a popular alternative using sinusoidal tapers. The authors take a unified approach to quantifying the bandwidth of different nonparametric spectral estimates. An extensive set of exercises allows readers to test their understanding of theory and practical analysis. The time series used as examples and R language code for recreating the analyses of the series are available from the book's website. Spectral analysis is an important technique for interpreting time series data. This book uses the R language and real world examples to show data analysts interested in time series in the environmental, engineering and physical sciences how to bridge the gap between the statistical theory behind spectral analysis and its application to actual data. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781107028142

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ISBN 10: 1107028140 ISBN 13: 9781107028142
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Hardcover. Condition: new. Hardcover. Spectral analysis is widely used to interpret time series collected in diverse areas. This book covers the statistical theory behind spectral analysis and provides data analysts with the tools needed to transition theory into practice. Actual time series from oceanography, metrology, atmospheric science and other areas are used in running examples throughout, to allow clear comparison of how the various methods address questions of interest. All major nonparametric and parametric spectral analysis techniques are discussed, with emphasis on the multitaper method, both in its original formulation involving Slepian tapers and in a popular alternative using sinusoidal tapers. The authors take a unified approach to quantifying the bandwidth of different nonparametric spectral estimates. An extensive set of exercises allows readers to test their understanding of theory and practical analysis. The time series used as examples and R language code for recreating the analyses of the series are available from the book's website. Spectral analysis is an important technique for interpreting time series data. This book uses the R language and real world examples to show data analysts interested in time series in the environmental, engineering and physical sciences how to bridge the gap between the statistical theory behind spectral analysis and its application to actual data. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Seller Inventory # 9781107028142

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Percival, Donald B.|Walden, Andrew T.
Published by Cambridge University Press, 2020
ISBN 10: 1107028140 ISBN 13: 9781107028142
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Spectral analysis is an important technique for interpreting time series data. This book uses the R language and real world examples to show data analysts interested in time series in the environmental, engineering and physical sciences how to bridge the ga. Seller Inventory # 289255543

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