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Time series for data science : analysis and forecasting / Wayne A. Woodward, Bivin P. Sadler and Stephen D. Robertson

By: Contributor(s): Material type: TextTextSeries: Texts in Statistical SciencePublication details: Boca Raton CRC Press 2022Description: 506pISBN:
  • 9780367537944
Subject(s): DDC classification:
  • 519.55 WOO-W
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Holdings
Item type Current library Collection Shelving location Call number Copy number Status Date due Barcode Item holds
Books Books BITS Pilani Hyderabad 510 General Stack (For lending) 519.55 WOO-W (Browse shelf(Opens below)) GBP 99.99 Available 48516
Total holds: 0

This book will be written at a level that requires little or no calculus but does not shy away from giving students more than a cursory understanding of the fundamentals and techniques involved. It will cover time series regression models, exponential smoothing, Holt-Winters forecasting, and Neural Networks. It gives more emphasis to classical ARMA and ARIMA models than is found in similar-level texts. Knowing that students and practitioners want to find a forecast that "works" and don't want to be constrained to a single forecasting strategy, we discuss techniques of ensemble modeling for combining information from several strategies (multivariate, VAR, neural networks, etc.)

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