Categorical Data Analysis Using the SAS System, Second Edition

ISBN-10: 1580257100
ISBN-13: 9781580257107
Edition: 2nd 2000
List price: $72.95
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Book details

List price: $72.95
Edition: 2nd
Copyright year: 2000
Publisher: SAS Institute
Publication date: 6/1/2000
Binding: Hardcover
Pages: 648
Size: 8.50" wide x 11.00" long x 1.25" tall
Weight: 2.596
Language: English

Preface to the Second Edition
Acknowledgments
Introduction
Overview
Scale of Measurement
Sampling Frameworks
Overview of Analysis Strategies
Working with Tables in the SAS System
Using This Book
The 2 x 2 Table
Introduction
Chi-Square Statistics
Exact Tests
Difference in Proportions
Odds Ratio and Relative Risk
Sensitivity and Specificity
McNemar's Test
Sets of 2 x 2 Tables
Introduction
Mantel-Haenszel Test
Measures of Association
Sets of 2 x r and s x 2 Tables
Introduction
Sets of 2 x r Tables
Sets of s x 2 Tables
Relationships Between Sets of Tables
The s x r Table
Introduction
Association
Exact Tests for Association
Measures of Association
Observer Agreement
Test for Ordered Differences
Sets of s x r Tables
Introduction
General Mantel-Haenszel Methodology
Mantel-Haenszel Applications
Advanced Topic: Application to Repeated Measures
Nonparametric Methods
Introduction
Wilcoxon-Mann-Whitney Test
Kruskal-Wallis Test
Friedman's Chi-Square Test
Aligned Ranks Test for Randomized Complete Blocks
Durbin's Test for Balanced Incomplete Blocks
Rank Analysis of Covariance
Logistic Regression I: Dichotomous Response
Introduction
Dichotomous Explanatory Variables
Using the CLASS Statement
Qualitative Explanatory Variables
Continuous and Ordinal Explanatory Variables
A Note on Diagnostics
Maximum Likelihood Estimation Problems and Alternatives
Exact Methods in Logistic Regression
Using the CATMOD and GENMOD Procedures for Logistic Regression
Statistical Methodology for Dichotomous Logistic Regression
Logistic Regression II: Polytomous Response
Introduction
Ordinal Response: Proportional Odds Model
Nominal Response: Generalized Logits Model
Conditional Logistic Regression
Introduction
Paired Observations from a Highly Stratified Cohort Study
Clinical Trials Study Analysis
Crossover Design Studies
General Conditional Logistic Regression
Paired Observations in a Retrospective Matched Study
1:m Conditional Logistic Regression
Exact Conditional Logistic Regression in the Stratified Setting
Theory for the Case-Control Retrospective Setting
Theory for Exact Conditional Inference
ODS Macro
Quantal Bioassay Analysis
Introduction
Estimating Tolerance Distributions
Comparing Two Drugs
Analysis of Pain Study
Poisson Regression
Introduction
Methodology for Poisson Regression
Simple Poisson Counts Example
Poisson Regression for Incidence Densities
Overdispersion in Lower Respiratory Infection Example
Weighted Least Squares
Introduction
Weighted Least Squares Methodology
Using PROC CATMOD for Weighted Least Squares Analysis
Analysis of Means: Performing Contrast Tests
Analysis of Proportions: Occupational Data
Obstetrical Pain Data: Advanced Modeling of Means
Analysis of Survey Sample Data
Modeling Rank Measures of Association Statistics
Statistical Methodology for Weighted Least Squares
Modeling Repeated Measurements Data with WLS
Introduction
Weighted Least Squares
Advanced Topic: Further Weighted Least Squares Applications
Generalized Estimating Equations
Introduction
Methodology
Summary of the GEE Methodology
Passive Smoking Example
Crossover Example
Respiratory Data
Using a Modified Wald Statistic to Assess Model Effects
Diagnostic Data
Using GEE for Count Data
Fitting the Proportional Odds Model
GEE Analyses for Data with Missing Values
Alternating Logistic Regression
Using GEE to Fit a Partial Proportional Odds Model: Univariate Outcome
Using GEE to Account for Overdispersion: Univariate Outcome
Steps to Find the GEE Solution
Macro for Adjusted Wald Statistic
Loglinear Models
Introduction
Two-Way Contingency Tables
Three-Way Contingency Tables
Higher-Order Contingency Tables
Correspondence Between Logistic Models and Loglinear Models
Equivalence of the Loglinear and Poisson Regression Models
Categorized Time-to-Event Data
Introduction
Life Table Estimation of Survival Rates
Mantel-Cox Test
Piecewise Exponential Models
References
Index

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