A Handbook of Statistical Analyses Using S-PLUS

✍ Scribed by Everitt, Brian S

• Publisher: CRC Press LLC
• Year: 2019
• Tongue: English
• Leaves: 244
• Edition: 2nd ed
• Category: Library

✦ Table of Contents

Content: Cover
Half Title
Title Page
Copyright Page
Contents
Preface
Distributors for S-PLUS
Dedication
1 An Introduction to S-PLUS
1.1 Introduction
1.2 Running S-PLUS
1.3 The S-PLUS GUI: An Introduction
1.4 The S-PLUS Command Language: An Introduction
1.4.1 Elementary Commands
1.4.2 Vectors and Matrices
1.4.3 Subsetting Matrices and Vectors
1.4.4 Other S-PLUS Objects
1.5 An Example of an S-PLUS Session
Exercises
2 Describing Data and Assessing Distributions: Husbands and Wives
2.1 Introduction
2.2 Some Basic Summaries
2.3 Analysis Using S-PLUS
2.4 Exercises 3 Analysis of Variance: Poisoning Rats and Losing Weight3.1 Description of Data
3.2 Analysis of Variance
3.3 Analysis Using S-PLUS
3.3.1 Analysis of Variance of Survival Times of Rats
3.3 2 Analysis of Variance of Slimming Data
Exercises
4 Multiple Regression: Technological Changes in Jet Fighters
4.1 Description of Data
4.2 Multiple Regression Model
4.3 Analysis Using S-PLUS
Exercises
5 Logistic Regression: Psychiatric Caseness and Mortgage Default
5.1 Description of Data
5.2 Logistic Regression and Generalised Linear Models
5.3 Analysis Using S-PLUS
5.3.1 GHQ Data 5.3.2 Mortgage Default DataExercises
6 Analysing Longitudinal Data: Beating the Blues
6.1 Description of Data
6.2 Analysing Longitudinal Data
6.3 Analysis Using S-PLUS
6.3.1 Summary Measure Analysis of the Depression Data
6.3.2 Random Effects Models for the Depression Data
Exercises
7 Nonlinear Regression and Maximum Likelihood Estimation: Athletes and Geysers
7.1 Description of Data
7.2 Nonlinear Regression and Maximum Likelihood Estimation
7.3 Analysis Using S-PLUS
7.3.1 Modelling the Olympic 1500-m Times 7.3.2 Estimating the Parameters in a Mixture Fitted to the Geyser Eruption DataExercises
8 Survival Analysis: Motion Sickness and Bird Survival
8.1 Description of Data
8.2 Describing Survival Times and Cox's Regression
8.2.1 The Survival Function
8.2.2 The Hazard Function
8.3 Analysis Using S-PLUS
8.3.1 Motion Sickness
8.3.2 Bird Deaths
Exercises
9 Exploring Multivariate Data: Male Egyptian Skulls
9.1 Description of Data
9.2 Exploring Multivariate Data
9.3 Analysis Using S-PLUS
Exercises
10 Cluster Analysis: Low Temperatures and Voting in Congress
10.1 Description of Data 10.2 Cluster Analysis10.3 Analysis Using S-PLUS
10.3.1 Clustering Cities in the United States on the Basis of their Year-Round Lowest Temperature
10.3.2 Classifying New Jersey Congresspeople on the Basis of their Voting Behaviour
Exercises
11 Bivariate Density Estimation and Discriminant Analysis: Blood Fat Concentration
11.1 Description of Data
11.2 Bivariate Density Estimation and Discriminant Function Analysis
11.3 Analysis Using S-PLUS
11.3.1 Bivariate Density Estimation
11.3.2 Discriminant Analysis
Exercises
Appendix A: The S-PLUS Language
A1 Vectors and Matrices