開課班級Class: 授課教師Teacher: 學分數Credits:
碩熱農一A 廖世義 3
課程大綱Course Description:
該主題包括結構方程建模、模型擬合指數、路徑分析、驗證性因素分析、Bootstrap 程序和模型驗證。此外,還提到了使用基於回歸的方法進行的調解、調節和條件過程分析。最後,還討論了混合模型、組模型比較、潛在成長模型 (LGM) 和Bayesian分析。使用分析軟體為 AMOS 和 Smart-PLS。本課程將主要使用這兩個軟體作為實用工具加以應用。通過討論相關的橫向和縱向研究也將得到發展。
English Outline:
The topic includes structural equation modeling, model fit indices, path analysis, confirmatory factor analysis, Bootstrap procedure, and model validation. Furthermore, mediation, moderation, and conditional process analysis with a regression-based approach are mentioned. Finally, mix models, group model comparison, latent growth model (LGM), and Bayesian analysis are also discussed. The software, namely AMOS, and Smart-PLS, will be applied as practical tools. By the discussion of related horizontal and longitudinal research will also be developed. Theoretical models are also presented after each discipline, and therefore can be formulated and tested.
本科目教學目標Course Objectives:
Structural Equation Modeling (SEM) is a general class of multivariate modeling techniques that allows estimating relationships between latent (unobserved) variables. It is also a regression-based technique that combines both confirmatory factor analysis and path analysis. The overall goal of this course is to provide students with the conceptual aspects, statistical underpinnings, and applications of this method.
教學型態Teaching Models: 成績考核方式Grading:
課堂教學+遠距輔助教學(同步、非同步)  平時成績General Performance:30%
期中考Midterm Exam:30%
期末考Final exam:30%
其它 Other:出缺勤及課堂參與與討論10%
參考書目Textbooks/References:
Byrne, B M. (2016). Structural Equation Modeling with AMOS: Basic concepts, application, and programming (3rd ed.). Routledge.
Kline, R. B. (2016). Principles and practice of structural equation modeling (4th ed.). New York: Guilford.
Hair, J. F. H., Hult, G. T.M., Ringle, C.M., & Sarstedt, M. (2017). A primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) (2nd ed). SAGE Publication
James T. McClave, P.George Benson, Terry Sincich.(2018). Statistics for Business and Economics 13th.
蕭文龍 (2020). 統計分析入門與應用SPSS中文版+SmartPLS 3 (PLS-SEM)第三版

SDGs指標:
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課程匯入時間Import Time:2021-06-29 08:11:05
最後更新時間Last Modified:,更新人modified by: