Regression: Linear Models in Statistics (Paperback)
暫譯: 迴歸:統計中的線性模型 (平裝本)

N. H. H. Bingham

  • 出版商: Springer
  • 出版日期: 2010-09-29
  • 售價: $1,810
  • 貴賓價: 9.5$1,720
  • 語言: 英文
  • 頁數: 300
  • 裝訂: Paperback
  • ISBN: 184882968X
  • ISBN-13: 9781848829688
  • 相關分類: 機率統計學 Probability-and-statistics
  • 海外代購書籍(需單獨結帳)

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商品描述

Regression is the branch of Statistics in which a dependent variable of interest is modelled as a linear combination of one or more predictor variables, together with a random error. The subject is inherently two- or higher- dimensional, thus an understanding of Statistics in one dimension is essential.

Regression: Linear Models in Statistics fills the gap between introductory statistical theory and more specialist sources of information. In doing so, it provides the reader with a number of worked examples, and exercises with full solutions.

The book begins with simple linear regression (one predictor variable), and analysis of variance (ANOVA), and then further explores the area through inclusion of topics such as multiple linear regression (several predictor variables) and analysis of covariance (ANCOVA). The book concludes with special topics such as non-parametric regression and mixed models, time series, spatial processes and design of experiments.

Aimed at 2nd and 3rd year undergraduates studying Statistics, Regression: Linear Models in Statistics requires a basic knowledge of (one-dimensional) Statistics, as well as Probability and standard Linear Algebra. Possible companions include John Haigh’s Probability Models, and T. S. Blyth & E.F. Robertsons’ Basic Linear Algebra and Further Linear Algebra.

商品描述(中文翻譯)

回歸分析是統計學的一個分支,其中感興趣的因變量被建模為一個或多個自變量的線性組合,並加上一個隨機誤差。這個主題本質上是二維或更高維度的,因此理解一維統計學是必不可少的。

《回歸:統計中的線性模型》填補了入門統計理論與更專業資訊來源之間的空白。在此過程中,它為讀者提供了多個實例和完整解答的練習題。

本書從簡單的線性回歸(單個自變量)和變異數分析(ANOVA)開始,然後通過包括多元線性回歸(多個自變量)和協方差分析(ANCOVA)等主題進一步探索該領域。本書最後探討了特殊主題,如非參數回歸和混合模型、時間序列、空間過程和實驗設計。

本書針對修習統計學的二年級和三年級本科生,《回歸:統計中的線性模型》需要具備基本的一維統計學知識,以及概率論和標準線性代數的知識。可能的配套書籍包括 John Haigh 的《概率模型》和 T. S. Blyth 與 E.F. Robertson 的《基礎線性代數與進一步的線性代數》。

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