TY - BOOK ID - 126509200 TI - Time series for data science : analysis and forecasting AU - Woodward, Wayne A. AU - Sadler, Bivin P. AU - Robertson, Stephen PY - 2023 SN - 0367543893 036753794X 9780367543891 9780367537944 PB - Boca Raton (Fla): CRC Press, DB - UniCat KW - Time-series analysis KW - Autoregression (Statistics) KW - Big data UR - https://www.unicat.be/uniCat?func=search&query=sysid:126509200 AB - "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.)"-- ER -