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Current Topics in the Theory and Application of Latent Variable Models

Current Topics in the Theory and Application of Latent Variable Models

Hardcover

General EducationGeneral SociologyProbability & Statistics

ISBN10: 1848729510
ISBN13: 9781848729513
Publisher: Routledge
Published: Dec 6 2012
Pages: 296
Weight: 1.25
Height: 0.69 Width: 6.00 Depth: 9.00
Language: English

This book presents recent developments in the theory and application of latent variable models (LVMs) by some of the most prominent researchers in the field. Topics covered involve a range of LVM frameworks including item response theory, structural equation modeling, factor analysis, and latent curve modeling, as well as various non-standard data structures and innovative applications.

The book is divided into two sections, although several chapters cross these content boundaries. Part one focuses on complexities which involve the adaptation of latent variables models in research problems where real-world conditions do not match conventional assumptions. Chapters in this section cover issues such as analysis of dyadic data and complex survey data, as well as analysis of categorical variables. Part two of the book focuses on drawing real-world meaning from results obtained in LVMs. In this section there are chapters examining issues involving assessment of model fit, the nature of uncertainty in parameter estimates, inferences, and the nature of latent variables and individual differences.

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