An Introduction to Categorical Data Analysis, 2/e (Hardcover)
暫譯: 類別資料分析導論(第二版,精裝本)
Alan Agresti
- 出版商: Wiley
- 出版日期: 2007-03-01
- 售價: $1,911
- 語言: 英文
- 頁數: 400
- 裝訂: Hardcover
- ISBN: 0471226181
- ISBN-13: 9780471226185
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相關分類:
Data Science
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其他版本:
An Introduction to Categorical Data Analysis, 3/e (Hardcover)
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相關主題
商品描述
Praise for the First Edition
"This is a superb text from which to teach categorical data analysis, at a variety of levels. . . [t]his book can be very highly recommended."
—Short Book Reviews
"Of great interest to potential readers is the variety of fields that are represented in the examples: health care, financial, government, product marketing, and sports, to name a few."
—Journal of Quality Technology
"Alan Agresti has written another brilliant account of the analysis of categorical data."
—The Statistician
The use of statistical methods for categorical data is ever increasing in today's world. An Introduction to Categorical Data Analysis, Second Edition provides an applied introduction to the most important methods for analyzing categorical data. This new edition summarizes methods that have long played a prominent role in data analysis, such as chi-squared tests, and also places special emphasis on logistic regression and other modeling techniques for univariate and correlated multivariate categorical responses.
This Second Edition features:
- Two new chapters on the methods for clustered data, with an emphasis on generalized estimating equations (GEE) and random effects models
- A unified perspective based on generalized linear models
- An emphasis on logistic regression modeling
- An appendix that demonstrates the use of SAS(r) for all methods
- An entertaining historical perspective on the development of the methods
- Specialized methods for ordinal data, small samples, multicategory data, and matched pairs
- More than 100 analyses of real data sets and nearly 300 exercises
Written in an applied, nontechnical style, the book illustrates methods using a wide variety of real data, including medical clinical trials, drug use by teenagers, basketball shooting, horseshoe crab mating, environmental opinions, correlates of happiness, and much more.
An Introduction to Categorical Data Analysis, Second Edition is an invaluable tool for social, behavioral, and biomedical scientists, as well as researchers in public health, marketing, education, biological and agricultural sciences, and industrial quality control.
商品描述(中文翻譯)
對於第一版的讚譽
「這是一本極佳的教學文本,適合於各種層次的類別資料分析……這本書非常值得推薦。」
—短書評
「對潛在讀者來說,例子中所代表的多樣領域非常有趣:醫療保健、金融、政府、產品行銷和體育等。」
—品質技術期刊
「艾倫·阿格雷斯提(Alan Agresti)又寫了一本關於類別資料分析的精彩著作。」
—《統計學家》
在當今世界,使用統計方法分析類別資料的需求日益增加。《類別資料分析導論(第二版)》提供了分析類別資料最重要方法的應用介紹。這一新版總結了在資料分析中長期扮演重要角色的方法,如卡方檢定,並特別強調邏輯回歸及其他針對單變量和相關多變量類別反應的建模技術。
本第二版的特色包括:
- 兩個關於聚類資料方法的新章節,重點在於廣義估計方程(GEE)和隨機效應模型
- 基於廣義線性模型的統一觀點
- 強調邏輯回歸建模
- 附錄展示了使用SAS(r)進行所有方法的應用
- 對方法發展的有趣歷史觀點
- 專門針對序數資料、小樣本、多類別資料和配對樣本的方法
- 超過100個真實資料集的分析和近300個練習題
本書以應用、非技術性的風格撰寫,使用各種真實資料來說明方法,包括醫療臨床試驗、青少年藥物使用、籃球投籃、鋼針蟹交配、環境意見、幸福感的相關因素等等。
《類別資料分析導論(第二版)》是社會、行為和生物醫學科學家,以及公共衛生、行銷、教育、生物和農業科學及工業品質控制研究人員的寶貴工具。