Generalized Structured Component Analysis: A Component-Based Approach to Structural Equation Modeling

ISBN-13: 9780367738754 / Angielski / Miękka / 2020 / 342 str.

Heungsun Hwang; Yoshio Takane

Opis

This book provides a detailed account of the authors’ novel statistical methodology for structural equation modeling. It presents the theoretical underpinnings of generalized structured component analysis and demonstrates how it can be applied to various empirical examples. Most chapters compare this novel approach to partial least squares path

Spis treści

Introduction. Generalized Structured Component Analysis. Basic Extensions of Generalized Structured Component Analysis. Fuzzy Clusterwise Generalized Structured Component Analysis. Nonlinear Generalized Structured Component Analysis. Generalized Structured Component Analysis with Latent Interactions. Multilevel Generalized Structured Component Analysis. Regularized Generalized Structured Component Analysis. Lasso Generalized Structured Component Analysis. Dynamic Generalized Structured Component Analysis. Functional Generalized Structured Component Analysis. References. Index.

O autorze

Heungsun Hwang, Yoshio Takane