Applied Latent Class Analysis

By: Jacques A. Hagenaars (Editor), Allan L. McCutcheon (Editor)

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Hardcover | 30 August 2002

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480 Pages

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Applied Latent Class Analysis presents new techniques for the analysis of categorical data - one of the fastest growing areas in applied statistics. These techniques handle data where one cannot compute meaningful averages (for example, nation of origin, religion, type of disease, political party identification). The essays, written by leading figures in the field, introduce innovative approaches to these data and illustrate practical applications.

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Non-Fiction Mathematics Probability & Statistics Sociology & Anthropology Sociology Social Research & Statistics Calculus & Mathematical Analysis Population & Demography

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Published: 19th March 2009

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Contributors	p. ix
Preface	p. xi
Introduction
Latent Class Analysis: The Empirical Study of Latent Types, Latent Variables, and Latent Structures	p. 3
Basic Concepts and Procedures in Single- and Multiple-Group Latent Class Analysis	p. 56
Classification and Measurement
Latent Class Cluster Analysis	p. 89
Some Examples of Latent Budget Analysis and Its Extensions	p. 107
Ordering the Classes	p. 137
Comparison and Choice: Analyzing Discrete Preference Data by Latent Class Scaling Models	p. 163
Three-Parameter Linear Logistic Latent Class Analysis	p. 183
Causal Analysis and Dynamic Models
Use of Categorical and Continuous Covariates in Latent Class Analysis	p. 213
Directed Loglinear Modeling with Latent Variables: Causal Models for Categorical Data with Nonsystematic and Systematic Measurement Errors	p. 234
Latent Class Models for Longitudinal Data	p. 287
Latent Markov Chains	p. 304
Unobserved Heterogeneity and Nonresponse
A Latent Class Approach to Measuring the Fit of a Statistical Model	p. 345
Mixture Regression Models	p. 366
A General Latent Class Approach to Unobserved Heterogeneity in the Analysis of Event History Data	p. 383
Latent Class Models for Contingency Tables with Missing Data	p. 408
Notational Conventions	p. 433
Further Readings	p. 439
Selected Software; Webpage	p. 442
Index	p. 445
Table of Contents provided by Syndetics. All Rights Reserved.

Applied Latent Class Analysis

At a Glance

Hardcover

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