Practical Time Series Analysis for Data Science
Language: English
Published by CRC Press, 2022
Series: Book 96 of 126 - Chapman & Hall/CRC Texts in Statistical Science
- Hardcover
- New
Condition: New
£ 165.22
Quantity: 1 available
Add to basketItem description from seller
Wayne Woodward, Bivin Sadler, Stephen Robertson Provides a thorough coverage and comparison of a wide array of time series models and methods: Exponential Smoothing, Holt Winters, ARMA and ARIMA, deep learning models including RNNs, L.
Seller Inventory # 523129242
- Title
- Practical Time Series Analysis for Data Science
- Author
- Wayne A. Woodward (Southern Methodist University, Dallas, Texas, USA)|Bivin Philip Sadler (Technical Assistant Professor, Southern Methodist University)|Stephen Robertson
- Publisher
- CRC Press
- Publication year
- 2022
- Condition
- New
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 036753794X
- ISBN 13
- 9780367537944
- Series
- Book 96 of 126: Chapman & Hall/CRC Texts in Statistical Science
Data Science students and practitioners want to find a forecast that “works” and don’t want to be constrained to a single forecasting strategy, Time Series for Data Science: Analysis and Forecasting discusses techniques of ensemble modelling for combining information from several strategies. Covering time series regression models, exponential smoothing, Holt-Winters forecasting, and Neural Networks. It places a particular emphasis on classical ARMA and ARIMA models that is often lacking from other textbooks on the subject.
This book is an accessible guide that doesn’t require a background in calculus to be engaging but does not shy away from deeper explanations of the techniques discussed.
Features:
- Provides a thorough coverage and comparison of a wide array of time series models and methods: Exponential Smoothing, Holt Winters, ARMA and ARIMA, deep learning models including RNNs, LSTMs, GRUs, and ensemble models composed of combinations of these models.
- Introduces the factor table representation of ARMA and ARIMA models. This representation is not available in any other book at this level and is extremely useful in both practice and pedagogy.
- Uses real world examples that can be readily found via web links from sources such as the US Bureau of Statistics, Department of Transportation and the World Bank.
- There is an accompanying R package that is easy to use and requires little or no previous R experience. The package implements the wide variety of models and methods presented in the book and has tremendous pedagogical use.
"Synopsis" may belong to another edition of this title.
About the Author
Wayne Woodward, Bivin Sadler, Stephen Robertson
"About the title" may belong to another edition of this title.
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