Applied Linear Statistical Models: Design and Analysis of Experiments, 5/e (Paperback)
暫譯: 應用線性統計模型：實驗設計與分析，第5版（平裝本）

Michael H. Kutner,Christopher J. Nachtsheim,John Neter,William Li

Applied Linear Statistical Models: Design and Analysis of Experiments, 5/e (Paperback)
  • 出版商: McGraw-Hill Education
  • 出版日期: 2019-09-04
  • 售價: $1,280
  • 貴賓價: 9.8 折 $1,254
  • 語言: 英文
  • 頁數: 754
  • ISBN: 9863414182
  • ISBN-13: 9789863414186

    • 下單後立即進貨 (約5~7天)

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商品描述

1. Applied Linear Statistical Models contains 14 chapters on the Applied Linear Regression Models, plus an additional 16 chapters on single and multifactor ANOVA and Experimental Design. The standard regression framework is emphasized throughout the text.
2. A new Chapter 15, Introduction to the Design of Experiments and Observational Studies provides a basic framework for the design and analysis of scientific studies.
3. Updated throughout to include the latest developments and methods in statistics such as advanced bootstrapping, neural networks, regression trees, other blocking approaches, Taguchi Methodology, and more.
4. New open ended 'Cases' based on data sets from business, health care, and engineering are included. Also, many problem data sets have been updated and expanded.
5. The text includes a CD with all data sets and the Student Solutions manual in PDF. In addition a new supplement, SAS and SPSS Program Solutions by Replogle and Johnson is available for the Fifth Edition.

商品描述(中文翻譯)

1. 《應用線性統計模型》包含14章關於應用線性回歸模型的內容，以及另外16章關於單因子和多因子ANOVA及實驗設計的內容。整本書強調標準回歸框架。

2. 新增的第15章《實驗設計與觀察性研究導論》提供了科學研究設計和分析的基本框架。

3. 全書已更新，以包含統計學中的最新發展和方法，例如進階自助法（advanced bootstrapping）、神經網絡、回歸樹、其他阻斷方法、田口方法（Taguchi Methodology）等。

4. 新增基於商業、醫療保健和工程數據集的開放式「案例」。此外，許多問題數據集也已更新和擴展。

5. 本書附有一張CD，包含所有數據集和學生解答手冊的PDF版本。此外，還提供了第五版的新補充資料《SAS和SPSS程式解決方案》，由Replogle和Johnson編寫。

目錄大綱

PART IV: DESIGN AND ANALYSIS OF SINGLE-FACTOR STUDIES
Ch15 Introduction to the Design of Experimental and Observational Studies
Ch16 Single Factor Studies
Ch17 Analysis of Factor Level Means
Ch18 ANOVA Diagnostics and Remedial Measures

PART V: MULTI-FACTOR STUDIES
Ch19 Two-Factor Studies with Equal Sample Sizes
Ch20 Two-Factor Studies-One Case per Treatment
Ch21 Randomized Complete Block Designs
Ch22 Analysis of Covariance
Ch23 Two-Factor Studies with Unequal Sample Sizes
Ch24 Multi-Factor Studies
Ch25 Random and Mixed Effects Models

PART VI: SPECIALIZED STUDY DESIGNS
Ch26 Nested Designs, Subsampling, and Partially Nested Designs
Ch27 Repeated Measures and Related Designs
Ch28 Balanced Incomplete Block, Latin Square, and Related Designs
Ch29 Exploratory Experiments: Two-Level Factorial and Fractional Factorial Designs
Ch30 Response Surface Methodology

目錄大綱(中文翻譯)

PART IV: DESIGN AND ANALYSIS OF SINGLE-FACTOR STUDIES

Ch15 Introduction to the Design of Experimental and Observational Studies

Ch16 Single Factor Studies

Ch17 Analysis of Factor Level Means

Ch18 ANOVA Diagnostics and Remedial Measures



PART V: MULTI-FACTOR STUDIES

Ch19 Two-Factor Studies with Equal Sample Sizes

Ch20 Two-Factor Studies-One Case per Treatment

Ch21 Randomized Complete Block Designs

Ch22 Analysis of Covariance

Ch23 Two-Factor Studies with Unequal Sample Sizes

Ch24 Multi-Factor Studies

Ch25 Random and Mixed Effects Models



PART VI: SPECIALIZED STUDY DESIGNS

Ch26 Nested Designs, Subsampling, and Partially Nested Designs

Ch27 Repeated Measures and Related Designs

Ch28 Balanced Incomplete Block, Latin Square, and Related Designs

Ch29 Exploratory Experiments: Two-Level Factorial and Fractional Factorial Designs

Ch30 Response Surface Methodology

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