Time series for data science : analysis and forecasting /
Woodward, Wayne A.
Time series for data science : analysis and forecasting / Wayne A. Woodward, Bivin P. Sadler and Stephen D. Robertson - Boca Raton CRC Press 2022 - 506p. - Texts in Statistical Science .
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.)
9780367537944
Time-series analysis.
Autoregression (Statistics)
Big data.
519.55 WOO-W
Time series for data science : analysis and forecasting / Wayne A. Woodward, Bivin P. Sadler and Stephen D. Robertson - Boca Raton CRC Press 2022 - 506p. - Texts in Statistical Science .
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.)
9780367537944
Time-series analysis.
Autoregression (Statistics)
Big data.
519.55 WOO-W
