Practical Time Series Forecasting with R: A Hands-On Guide, 2/e (Paperback)

Galit Shmueli, Kenneth C. Lichtendahl Jr

Practical Time Series Forecasting with R: A Hands-On Guide, 2/e (Paperback)
  • 出版商: Axelrod Schnall Publ
  • 出版日期: 2016-07-19
  • 售價: $1,160
  • 貴賓價: 9.5 折 $1,102
  • 語言: 英文
  • 頁數: 232
  • 裝訂: Paperback
  • ISBN: 0997847913
  • ISBN-13: 9780997847918
  • 相關分類: R 語言

    • 立即出貨(限量) (庫存=1)

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商品描述

Practical Time Series Forecasting with R: A Hands-On Guide, Second Edition provides an applied approach to time-series forecasting. Forecasting is an essential component of predictive analytics. The book introduces popular forecasting methods and approaches used in a variety of business applications.

 

The book offers clear explanations, practical examples, and end-of-chapter exercises and cases. Readers will learn to use forecasting methods using the free open-source R software to develop effective forecasting solutions that extract business value from time-series data. 
 
 
Featuring improved organization and new material, the Second Edition also includes: 
  • Popular forecasting methods including smoothing algorithms, regression models, and neural networks
  • A practical approach to evaluating the performance of forecasting solutions
  • A business-analytics exposition focused on linking time-series forecasting to business goals
  • Guided cases for integrating the acquired knowledge using real data* End-of-chapter problems to facilitate active learning
  • A companion site with data sets, R code, learning resources, and instructor materials (solutions to exercises, case studies)
  • Globally-available textbook, available in both softcover and Kindle formats 
Practical Time Series Forecasting with R: A Hands-On Guide, Second Edition is the perfect textbook for upper-undergraduate, graduate and MBA-level courses as well as professional programs in data science and business analytics. The book is also designed for practitioners in the fields of operations research, supply chain management, marketing, economics, finance and management.
 
For more information, visit forecastingbook.com

商品描述(中文翻譯)

《Practical Time Series Forecasting with R: A Hands-On Guide, Second Edition》提供了一種應用的時間序列預測方法。預測是預測分析的重要組成部分。本書介紹了在各種商業應用中使用的流行預測方法和方法。

本書提供清晰的解釋、實用的示例以及章末的練習和案例。讀者將學習使用免費開源的R軟件來使用預測方法，開發從時間序列數據中提取商業價值的有效預測解決方案。

第二版的組織結構得到了改進，並增加了新的內容，包括：

- 流行的預測方法，包括平滑算法、回歸模型和神經網絡
- 一種實用的方法來評估預測解決方案的性能
- 將時間序列預測與業務目標相關聯的業務分析
- 引導案例，以實際數據整合所獲得的知識
- 章末問題，促進主動學習
- 附帶的網站提供數據集、R代碼、學習資源和教學材料（練習解答、案例研究）
- 全球可用的教科書，提供平裝和Kindle格式

《Practical Time Series Forecasting with R: A Hands-On Guide, Second Edition》是高年級本科、研究生和MBA課程以及數據科學和商業分析專業課程的理想教材。本書還適用於運營研究、供應鏈管理、市場營銷、經濟學、金融和管理等領域的從業人員。

欲了解更多信息，請訪問forecastingbook.com。

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