TY - BOOK AU - Hwang,Heungsun AU - Takane,Yoshio TI - Generalized structured component analysis: a component-based approach to structural equation modeling T2 - Chapman & Hall/CRC statistics in the social and behavioral sciences series SN - 9781466592940 (hardcover) U1 - 000SA.07 23 PY - 2015/// CY - Boca Raton PB - CRC Press, KW - Structural equation modeling N1 - Includes bibliographical references and index; 1. Introduction -- 2. Generalized structured component analysis -- 3. Basic extensions of generalized structured component analysis -- 4. Fuzzy clusterwise generalized structured component analysis -- 5. Nonlinear generalized structured component analysis -- 6. Generalized structured component analysis with latent interactions -- 7. Multilevel generalized structured component analysis -- 8. Regularized generalized structured component analysis -- 9. Lasso generalized structured component analysis -- 10. Dynamic generalized structured component analysis -- Functional generalized structured component analysis-- References-- Index N2 - 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 methods ER -