Generalized structured component analysis : a component-based approach to structural equation modeling /: a component-based approach to structural equation modeling. (2015)

• Record Type: Book
• Further Information: Note: Heungsun Hwang, Yoshio Takane.
• Authors: Hwang, Heungsun; Takane, Yoshio
• Contents: Introduction ; Structural Equation Modeling; Traditional Approaches to Structural Equation Modeling; Why Generalized Structured Component Analysis? Generalized Structured Component Analysis ; Model Specification; Estimation of Model Parameters; Model Evaluation; Example; Other Related Component-Based Methods; Appendix The Alternating Least-Squares Algorithm for Generalized Structured Component Analysis; Appendix Extensions of the Least-Squares Criterion for Generalized Structured Component Analysis; Appendix A Partial Least Squares Path Modeling Algorithm Basic Extensions of Generalized Structured Component Analysis ; Constrained Analysis; Higher-Order Latent Variables; Multiple Group Analysis; Total and Indirect Effects; Missing Data; Summary; Appendix The Imputation Phase of the Alternating Least-Squares Algorithm for Estimating Missing Observations Fuzzy Clusterwise Generalized Structured Component Analysis ; Fuzzy Clustering; Fuzzy Clusterwise Generalized Structured Component Analysis; Example: Clusterwise Latent Growth Curve Modeling of Alcohol Use among Adolescents; Summary; Appendix The Alternating Least-Squares Algorithm for Fuzzy Clusterwise Generalized Structured Component Analysis; Appendix Regularized Fuzzy Clusterwise Generalized Structured Component Analysis Nonlinear Generalized Structured Component Analysis ; Introduction; Nonlinear Generalized Structured Component Analysis; Examples; Summary; Appendix Algorithms for Kruskal’s (1964a, b) Least-Squares Monotonic Transformations Generalized Structured Component Analysis with Latent Interactions ; Generalized Structured Component Analysis with Latent Interactions; Probing of Latent Interaction Effects; Testing Latent Interaction Effects in Partial Least Squares Path Modeling; Example; Summary; Appendix The Alternating Least-Squares Algorithm for Generalized Structured Component Analysis with Latent Interactions Multilevel Generalized Structured Component Analysis ; Model Specification; Parameter Estimation; Example: The ACSI Data; Summary; Appendix The Alternating Least-Squares Algorithm for Two-Level Multilevel Generalized Structured Component Analysis; Appendix The Three-Level Generalized Structured Component Analysis Model Regularized Generalized Structured Component Analysis ; Ridge Regression; Regularized Generalized Structured Component Analysis; Example ; Summary; Appendix The Alternating Regularized Least-Squares Algorithm for Regularized Generalized Structured Component Analysis Lasso Generalized Structured Component Analysis ; Lasso Regression; Lasso Generalized Structured Component Analysis; Example: The Company-Level ACSI Data; Summary; Appendix The Alternating Coordinate-Descent Algorithm for Lasso Generalized Structured Component Analysis Dynamic Generalized Structured Component Analysis ; Introduction; The Method; Examples of Application to Real Functional Neuroimaging Data; Summary and Discussion; Appendix Algorithm for Dynamic Generalized Structured Component Analysis Functional Generalized Structured Component Analysis ; Functional Generalized Structured Component Analysis; A Related Method: Functional Extended Redundancy Analysis; Examples; Summary; Appendix The Alternating Regularized Least-Squares Algorithm for Functional Generalized Structured Component Analysis References Index
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2015
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 519.53; Structural equation modeling
• Languages: English
• ISBNs: 9781466592957
• Related ISBNs: 9781466592940
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; item not viewed.
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