Introduction to Time Series Analysis & Forecasting, 2/e (Hardcover)
暫譯: 時間序列分析與預測導論(第二版)
Douglas C. Montgomery, Cheryl L. Jennings, Murat Kulahci
- 出版商: Wiley
- 出版日期: 2015-04-27
- 售價: $1,646
- 語言: 英文
- 頁數: 672
- 裝訂: Hardcover
- ISBN: 1118745116
- ISBN-13: 9781118745113
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相關分類:
大數據 Big-data、機率統計學 Probability-and-statistics、Machine Learning
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其他版本:
Introduction to Time Series Analysis & Forecasting, 3/e (Hardcover)
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商品描述
Praise for the First Edition "...[t]he book is great for readers who need to apply the methods and models presented but have little background in mathematics and statistics." -MAA Reviews Thoroughly updated throughout, Introduction to Time Series Analysis and Forecasting, Second Edition presents the underlying theories of time series analysis that are needed to analyze time-oriented data and construct real-world short- to medium-term statistical forecasts. Authored by highly-experienced academics and professionals in engineering statistics, the Second Edition features discussions on both popular and modern time series methodologies as well as an introduction to Bayesian methods in forecasting. Introduction to Time Series Analysis and Forecasting, Second Edition also includes: * Over 300 exercises from diverse disciplines including health care, environmental studies, engineering, and finance * More than 50 programming algorithms using JMP(R), SAS(R), and R that illustrate the theory and practicality of forecasting techniques in the context of time-oriented data * New material on frequency domain and spatial temporal data analysis * Expanded coverage of the variogram and spectrum with applications as well as transfer and intervention model functions * A supplementary website featuring PowerPoint(R) slides, data sets, and select solutions to the problems Introduction to Time Series Analysis and Forecasting, Second Edition is an ideal textbook upper-undergraduate and graduate-levels courses in forecasting and time series. The book is also an excellent reference for practitioners and researchers who need to model and analyze time series data to generate forecasts.
商品描述(中文翻譯)
對於第一版的讚譽「……這本書非常適合那些需要應用所呈現的方法和模型,但在數學和統計方面背景較少的讀者。」- MAA 評論
《時間序列分析與預測導論,第二版》經過全面更新,介紹了分析時間導向數據和構建現實世界短期至中期統計預測所需的時間序列分析基本理論。該書由在工程統計領域具有豐富經驗的學者和專業人士撰寫,第二版涵蓋了流行和現代時間序列方法的討論,以及預測中的貝葉斯方法介紹。
《時間序列分析與預測導論,第二版》還包括:
* 超過300個來自健康護理、環境研究、工程和金融等多個學科的練習題
* 超過50個使用JMP(R)、SAS(R)和R的編程算法,展示了在時間導向數據背景下預測技術的理論和實用性
* 有關頻域和空間時間數據分析的新材料
* 擴展的變異數圖和頻譜的覆蓋,包括應用以及轉移和干預模型函數
* 一個補充網站,提供PowerPoint(R)幻燈片、數據集和部分問題的解決方案
《時間序列分析與預測導論,第二版》是高年級本科生和研究生預測及時間序列課程的理想教科書。該書也是需要建模和分析時間序列數據以生成預測的實務工作者和研究人員的優秀參考資料。