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11 - Time Series

Published online by Cambridge University Press:  23 March 2023

William W. Hsieh
Affiliation:
University of British Columbia, Vancouver
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Summary

Under time series analysis, one proceeds from Fourier analysis to the design of windows, then spectral analysis (e.g. computing the spectrum, the cross-spectrum between two time series, wavelets, etc.) and the filtering of frequency signals. The principal component analysis method can be turned into a spectral method known as singular spectrum analysis. Auto-regressive processes and Box-Jenkins models are also covered.

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Publisher: Cambridge University Press
Print publication year: 2023

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  • Time Series
  • William W. Hsieh, University of British Columbia, Vancouver
  • Book: Introduction to Environmental Data Science
  • Online publication: 23 March 2023
  • Chapter DOI: https://doi.org/10.1017/9781107588493.012
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To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Dropbox.

  • Time Series
  • William W. Hsieh, University of British Columbia, Vancouver
  • Book: Introduction to Environmental Data Science
  • Online publication: 23 March 2023
  • Chapter DOI: https://doi.org/10.1017/9781107588493.012
Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Time Series
  • William W. Hsieh, University of British Columbia, Vancouver
  • Book: Introduction to Environmental Data Science
  • Online publication: 23 March 2023
  • Chapter DOI: https://doi.org/10.1017/9781107588493.012
Available formats
×