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An Introduction to Categorical Data Analysis

Wiley Series in Probability and Statistics AN Introduction TO. Categorical . DATA Analysis . THIRD EDITION. ALAN AGRESTI. AN Introduction TO. Categorical DATA Analysis . WILEY SERIES IN PROBABILITY AND STATISTICS. Established by Walter A. Shewhart and Samuel S. Wilks Editors: David J. Balding, Noel A. C. Cressie, Garrett M. Fitzmaurice, Geof H. Givens, Harvey Goldstein, Geert Molenberghs, David W. Scott, Adrian F. M. Smith, Ruey S. Tsay Editors Emeriti: J. Stuart Hunter, Iain M. Johnstone, Joseph B. Kadane, Jozef L. Teugels The Wiley Series in Probability and Statistics is well established and authoritative. It covers many topics of current research interest in both pure and applied statistics and probability theory. Written by leading statisticians and institutions, the titles span both state-of-the-art developments in the eld and classical methods. Re ecting the wide range of current research in statistics, the series encompasses applied, methodological and theoretical statistics, ranging from applications and new techniques made possible by advances in computerized practice to rigorous treatment of theoretical approaches.

1 Introduction 1 1.1 Categorical Response Data 1 ... 10.5 Latent Class Models * 291 Exercises 295 11 Classification and Smoothing * 299 11.1 Classification: Linear Discriminant Analysis 300 ... response variable and some explanatory variables (which logistic regression models do)

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