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Handbook of Advanced Multilevel Analysis (Hardcover)
Loot Price: R2,707
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Handbook of Advanced Multilevel Analysis (Hardcover)
Series: European Association of Methodology Series
Expected to ship within 12 - 17 working days
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This new handbook is the definitive resource on advanced topics
related to multilevel analysis. The editors assembled the top minds
in the field to address the latest applications of multilevel
modeling as well as the specific difficulties and methodological
problems that are becoming more common as more complicated models
are developed. Each chapter features examples that use actual
datasets. These datasets, as well as the code to run the models,
are available on the book's website http: //www.hlm-online.com .
Each chapter includes an introduction that sets the stage for the
material to come and a conclusion. Divided into five sections, the
first provides a broad introduction to the field that serves as a
framework for understanding the latter chapters. Part 2 focuses on
multilevel latent variable modeling including item response theory
and mixture modeling. Section 3 addresses models used for
longitudinal data including growth curve and structural equation
modeling. Special estimation problems are examined in section 4
including the difficulties involved in estimating survival
analysis, Bayesian estimation, bootstrapping, multiple imputation,
and complicated models, including generalized linear models,
optimal design in multilevel models, and more. The book's
concluding section focuses on statistical design issues encountered
when doing multilevel modeling including nested designs, analyzing
cross-classified models, and dyadic data analysis. Intended for
methodologists, statisticians, and researchers in a variety of
fields including psychology, education, and the social and health
sciences, this handbook also serves as an excellent text for
graduate and PhD level courses in multilevel modeling. A basic
knowledge of multilevel modeling is assumed.
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