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Generalized structured component analysis : a component-based approach to structural equation modeling / Heungsun Hwang, McGill University, Montreal, Quebec, Canada; Yoshio Takane, University of Victoria, Victoria, British Columbia, Canada.
- Format:
- Book
- Author/Creator:
- Hwang, Heungsun, author.
- Takane, Yoshio, author.
- Series:
- Statistics in the social and behavioral sciences series.
- Chapman & Hall/CRC Statistics in the Social & Behavioral Series
- Chapman & Hall Book
- Language:
- English
- Subjects (All):
- Structural equation modeling.
- Physical Description:
- 1 online resource (338 p.)
- Edition:
- 1st ed.
- Place of Publication:
- Boca Raton : CRC Press, [2015]
- Language Note:
- English
- Summary:
- Developed by the authors, generalized structured component analysis is an alternative to two longstanding approaches to structural equation modeling: covariance structure analysis and partial least squares path modeling. Generalized structured component analysis allows researchers to evaluate the adequacy of a model as a whole, compare a model to alternative specifications, and conduct complex analyses in a straightforward manner. Generalized Structured Component Analysis: A Component-Based Approach to Structural Equation Modeling provides a detailed account of this novel statistical methodolo
- Contents:
- Front Cover; Contents; Preface; Chapter 1: Introduction; Chapter 2: Generalized Structured Component Analysis; Chapter 3: Basic Extensions of Generalized Structured Component Analysis; Chapter 4: Fuzzy Clusterwise Generalized Structured Component Analysis; Chapter 5: Nonlinear Generalized Structured Component Analysis; Chapter 6: Generalized Structured Component Analysis with Latent Interactions; Chapter 7: Multilevel Generalized Structured Component Analysis; Chapter 8: Regularized Generalized Structured Component Analysis; Chapter 9: Lasso Generalized Structured Component Analysis
- Chapter 10: Dynamic Generalized Structured Component AnalysisChapter 11: Functional Generalized Structured Component Analysis; References; Back Cover
- Notes:
- Description based upon print version of record.
- Includes bibliographical references.
- Description based on print version record.
- ISBN:
- 1-04-021287-5
- 0-429-16845-4
- 1-4665-9295-8
- 9780429168451
- OCLC:
- 901229333
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