Current topics in the theory and application of latent variable models.

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Title:

Author:

Edwards, Michael C. (Michael Charles), 1977-

ISBN:

9780415637787

9780203813409

Publication Information:

London : Routledge, 2013.

Contents:

Machine generated contents note: ch. 1 Complexity and Meaning in Latent Variable Modeling / Robert C. MacCallum -- pt. 1 Complexities in Latent Variable Modeling -- ch. 2 Estimating the Correlation Between Two Variables When Individuals are Measured Repeatedly / Jeffrey R. Harring -- ch. 3 Deriving Estimators and Their Standard Errors in Dyadic Data Analysis: Examples Using a Symbolic Computation Program / Dale Griffin -- ch. 4 A Bayesian Hierarchical Model for Response Time Data Providing Evidence for Criteria Changes Over Time / Trisha Van Zandt -- ch. 5 A Review of Estimation Methods for Latent Variable Models / Irini Moustaki -- ch. 6 Standard Errors for Ordinary Least Squares Estimates of Parameters in Structural Equation Modeling / Chun-Ting Lee -- ch. 7 Three Cheers for the Asymptotically Distribution Free Theory of Estimation and Inference: Some Recent Applications in Linear and Nonlinear Latent Variable Modeling / Li Cai --

Contents note continued: ch. 8 Nonparametric Bayesian Modeling of Item Response Curves With a Three-Parameter Logistic Prior Mean / Steven N. MacEachern -- ch. 9 Exact Solutions for IRT Latent Regression Slopes and Latent Variable Intercorrelations / W. Alan Nicewander -- ch. 10 Analysis of Structural Equation Models Based on a Mixture of Continuous and Ordinal Random Variables in the Case of Complex Survey Data / Stephen du Toit -- pt. 2 Drawing Meaning from Latent Variable Models -- ch. 11 A Simulation Paradigm for Evaluating Approximate Fit / Roger E. Millsap -- ch. 12 Fungible Parameter Estimates in Latent Curve Models / Michael W. Browne -- ch. 13 Statistical Inference of Covariance Structures / Alexander Shapiro -- ch. 14 Fisher, Gosset, and Alternative Hypothesis Significance Testing (AHST): Using the Bootstrap to Test Scientific Hypotheses about the Multiple Correlation / William Howard Beasley -- ch. 15 On the Equilibrium Dynamics of Meaning / Mike Martin --

Contents note continued: ch. 16 Applying Components Analysis to Attitudinal Segmentation / Megan Schiller.

Added Author:

Edwards, Michael C. (Michael Charles), 1977-

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Library	Material Type	Item Barcode	Shelf Number	Copy	Status
Searching... 1:IIEMSA	1:GEN-BOOK	33168025582368	519.535 E26C 2013	1	Searching... Unknown

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Summary

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.

This book appeals to researchers and graduate students interested in the theory and application of latent variable models. As such, it serves as a supplementary reading in graduate level courses on latent variable models. Prerequisites include basic knowledge of latent variable models.