| 000 -LEADER |
|---|
| fixed length control field |
a |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
230903b xxu||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9780367537944 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
519.55 |
| Item number |
WOO |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Woodward, Wayne A. |
| 245 ## - TITLE STATEMENT |
|---|
| Title |
Time series for data science : analysis and forecasting |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Name of publisher, distributor, etc |
CRC Press, |
| Date of publication, distribution, etc |
2022 |
| Place of publication, distribution, etc |
Boca Raton : |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xxi, 506 p. ; |
| Other physical details |
ill., |
| Dimensions |
26 cm |
| 365 ## - TRADE PRICE |
|---|
| Price amount |
99.99 |
| Price type code |
GBP |
| Unit of pricing |
110.40 |
| 490 ## - SERIES STATEMENT |
|---|
| Series statement |
Chapman & Hall/CRC texts in statistical science series |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references and index. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
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. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Autoregression |
|
|---|
| Topical term or geographic name as entry element |
Statistics |
|
|---|
| Topical term or geographic name as entry element |
Big data |
|
|---|
| Topical term or geographic name as entry element |
Time-series analysis |
|
|---|
| Topical term or geographic name as entry element |
Information science |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Sadler, Bivin Philip |
|
|---|
| Personal name |
Robertson, Stephen |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
|
| Item type |
Books |