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A Handbook of Statistical Analyses Using R

by: Everitt; Brian S.

A Handbook of Statistical Analyses Using R

by: Everitt; Brian S.

ISBN 13:
9781584885399
ISBN 10:
1584885394
Edition: 1st
Format: Paperback
Copyright: 02/17/2006
Publisher: Chapman & Hall/
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Summary

R is dynamic, to say the least. More precisely, it is organic, with new functionality and add-on packages appearing constantly. And because of its open-source nature and free availability, R is quickly becoming the software of choice for statistical analysis in a variety of fields.

1 An Introduction to R

(20)

1.1 What Is R?

(1)

1.2 Installing R

(2)

1.3 Help and Documentation

(1)

1.4 Data Objects in R

(4)

1.5 Data Import and Export

(2)

1.6 Basic Data Manipulation

(3)

1.7 Simple Summary Statistics

(4)

1.8 Organising an Analysis

(2)

1.9 Summary

(1)

2 Simple Inference

(20)

2.1 Introduction

(4)

2.2 Statistical Tests

(4)

2.3 Analysis Using R

(10)

2.4 Summary

(2)

3 Conditional Inference

(14)

3.1 Introduction

(3)

3.2 Conditional Test Procedures

(2)

3.3 Analysis Using R

(7)

3.4 Summary

(2)

4 Analysis of Variance

(18)

4.1 Introduction

(3)

4.2 Analysis of Variance

(1)

4.3 Analysis Using R

(12)

4.4 Summary

(2)

5 Multiple Linear Regression

(16)

5.1 Introduction

(1)

5.2 Multiple Linear Regression

(2)

5.3 Analysis Using R

(9)

5.4 Summary

(4)

6 Logistic Regression and Generalised Linear Models

(20)

6.1 Introduction

(3)

6.2 Logistic Regression and Generalised Linear Models

(2)

6.3 Analysis Using R

(12)

6.4 Summary

106

(3)

7 Density Estimation

109

(22)

7.1 Introduction

109

(2)

7.2 Density Estimation

111

(6)

7.3 Analysis Using R

117

(8)

7.4 Summary

125

(6)

8 Recursive Partitioning

131

(12)

8.1 Introduction

131

(1)

8.2 Recursive Partitioning

131

(2)

8.3 Analysis Using R

133

(8)

8.4 Summary

141

(2)

9 Survival Analysis

143

(16)

9.1 Introduction

143

(1)

9.2 Survival Analysis

144

(6)

9.3 Analysis Using R

150

(7)

9.4 Summary

157

(2)

10 Analysing Longitudinal Data I

159

(16)

10.1 Introduction

159

(3)

10.2 Analysing Longitudinal Data

162

(1)

10.3 Linear Mixed Effects Models

163

(2)

10.4 Analysis Using R

165

(3)

10.5 Prediction of Random Effects

168

(1)

10.6 The Problem of Dropouts

169

(3)

10.7 Summary

172

(3)

11 Analysing Longitudinal Data II

175

(22)

11.1 Introduction

175

(2)

11.2 Generalised Estimating Equations

177

(2)

11.3 Analysis Using R

179

(15)

11.4 Summary

194

(3)

12 Meta-Analysis

197

(18)

12.1 Introduction

197

(2)

12.2 Systematic Reviews and Meta-Analysis

199

(2)

12.3 Statistics of Meta-Analysis

201

(1)

12.4 Analysis Using R

202

(1)

12.5 Meta-Regression

203

(4)

12.6 Publication Bias

207

(4)

12.7 Summary

211

(4)

13 Principal Component Analysis

215

(12)

13.1 Introduction

215

(1)

13.2 Principal Component Analysis

215

(3)

13.3 Analysis Using R

218

(5)

13.4 Summary

223

(4)

14 Multidimensional Scaling

227

(16)

14.1 Introduction

227

(1)

14.2 Multidimensional Scaling

227

(6)

14.3 Analysis Using R

233

(6)

14.4 Summary

239

(4)

15 Cluster Analysis

243

(16)

15.1 Introduction

243

(2)

15.2 Cluster Analysis

245

(3)

15.3 Analysis Using R

248

(5)

15.4 Summary

253

(6)

Bibliography

259

(12)

Index

271

Amazon no longer offers textbook rentals. We do!

A Handbook of Statistical Analyses Using R

A Handbook of Statistical Analyses Using R

9781584885399

1584885394

Summary

Author Biography

Table of Contents

Supplemental Materials

Write a Review

Amazon no longer offers textbook rentals. We do!

A Handbook of Statistical Analyses Using R

A Handbook of Statistical Analyses Using R

9781584885399

1584885394

Summary

Author Biography

Table of Contents

Supplemental Materials

Write a Review

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