Spectral Analysis for Univariate Time Series (Hardcover)
 
作者: Donald B Percival 
分類: Probability & statistics ,
Statistical physics ,
Physical geography & topography ,
Geographical information systems (GIS) & remote sensing ,
Mathematical theory of computation ,
Signal processing  
書城編號: 1600115


售價: $1176.00

購買後立即進貨, 約需 18-25 天

 
 
出版社: Cambridge University Press
出版日期: 2020/01/31
尺寸: 210x150x22mm
重量: 419 grams
ISBN: 9781107028142

商品簡介
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.
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