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Applied Structural Equation Model: Current Story and Future Outlook

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Description

Structural equation model has been applied in various fields. The book firstly introduces the basic knowledge of structural equation model. Then two stories about environment effects and national image evaluation are presented. The first story aims to provide statistical models, algorithms and quantitative evidences regarding environmental effect evaluation (EEE). The second story screens key variables using lasso penalized quantile regression first and then proposes a comprehensive evaluation indicator and modified partial least square algorithms based on the quantile-based third-order latent variable model. From chapter 4 to 6, we discuss three kinds of topics in various structural equation models from the perspective of applications. The first topic is about High-dimensional issues in structural equation model. Penalized quantile regressions are introduced firstly and then a modified partial least square algorithm is developed. The second topic is about composite-quantile type structural equation models. Second order model, third order model and ordinary structural equation model modified by composite quantile regression and their corresponding partial least square algorithms are introduced. The third topic is about missing data problems in quantile-type higher order models. Different missing data imputation approaches are proposed in this part, which belongs to a series of promising investigation works in near future.

Product Specifications

Format
paperback
Domain
Amazon UK
Release Date
22 March 2023
Listed Since
23 March 2023

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