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Generalized structured component analysis : a component-based approach to structural equation modeling / Heungsun Hwang and Yoshio Takane.

By: Contributor(s): Material type: TextTextSeries: Chapman & Hall/CRC statistics in the social and behavioral sciences seriesPublication details: Boca Raton : CRC Press, c2015.Description: xiv, 330 p. : illustrations ; 25 cmISBN:
  • 9781466592940 (hardcover)
Subject(s): DDC classification:
  • 000SA.07 23 H991
Contents:
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.
Summary: 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.
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Holdings
Item type Current library Call number Status Date due Barcode Item holds
Books ISI Library, Kolkata 000SA.07 H991 (Browse shelf(Opens below)) Available 136383
Total holds: 0

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.

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.

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