catdata (version 1.0)

catdata-package: Categorical Data

Description

This R-package contains examples from the book

Tutz (2011): Regression for Categorical Data, Cambridge University Press

The names of the examples refer to the chapter and the data set that is used.

The data sets are

addiction, aids, birth, children, deathpenalty, dust, encephalitis, foodstamp, insolvency, knee, leucoplakia, medcare, reader, recovery, rent, rethinopathy, teratology, teratology2, unemployment, vaso. The chapters are abbreviated in the following way

lll{ intro Chapter 1 Introduction binary Chapter 2 Binary Regression: The Logit Model glm Chapter 3 Generalized Linear Models modbin Chapter 4 Modeling of Binary Data altbin Chapter 5 Alternative Binary Regression Models regsel Chapter 6 Regularization and Variable Selection for Parametric Models count Chapter 7 Regression Analysis of Count Data multinomial Chapter 8 Multinomial Response Models ordinal Chapter 9 Ordinal Response Models semiparametric Chapter 10 Semi- and Nonparametric Generalized Regression tree Chapter 11 Tree-Based Methods loglinear Chapter 12 The Analysis of Contingency Tables multivariate Chapter 13 Multivariate Response Models random Chapter 14 Random Effects and Finite Mixtures prediction Chapter 15 Prediction and Classification }

The examples are abbreviated by chaptername-dataset. Thus, for example,

modbin-dust

refers to Chapter 4 (Modeling of Binary Data) and the data set dust.

Overview of examples:

• Chapter 2:
  • binary-vaso: Example 2.2
  • binary-unemployment: Example 2.3
• Chapter 4:
  • modbin-unemployment: Example 4.3
  • modbin-foodstamp: Example 4.4
  • modbin-dust: Example 4.7
• Chapter 5:
  • altbin-teratology: Example 5.1
• Chapter 7:
  • count-children: Example 7.3
  • count-encephalitis: Example 7.4
  • count-insolvency: Example 7.5
  • count-medcare: Example 7.6
• Chapter 8:
  • multinomial-party1: Example 8.3
  • multinomial-party2: Example 8.3
  • multinomial-travel: Example 8.4
  • multinomial-addiction1: Example 8.5
  • multinomial-addiction2: Example 8.6
• Chapter 9:
  • ordinal-knee1: Example 9.3
  • ordinal-knee2: Example 9.4
  • ordinal-retinopathy1: Example 9.5
  • ordinal-retinopathy2: Example 9.6
  • ordinal-arthritis: Example 9.8
• Chapter 10:
  • semiparametric-unemployment: Example 10.2
  • semiparametric-dust: Example 10.3
  • semiparametric-children: Example 10.4
  • semiparametric-addiction: Example 10.5
• Chapter 11:
  • tree-unemployment: Example 11.1
  • tree-dust: Example 11.2
• Chapter 12:
  • loglinear-birth: Example 12.3
  • loglinear-leukoplakia: Example 12.5
• Chapter 13:
  • multivariate-birth1: Examlpe 13.3
  • multivariate-knee: Example 13.4
  • multivariate-birth2: Example 13.5
• Chapter 14:
  • random-knee1: Example 14.3
  • random-knee2: Example 14.4
  • random-aids: Example 14.6
  • random-betablocker: Example 14.7
  • random-knee3: Example 14.8

encoding

UTF-8

References

Gerhard Tutz (2011), Regression for Categorical Data, Cambridge University Press

Examples

vignette("modbin-dust")