階層線性模型
Hierarchical Linear Models
| 節 | 週四 |
|---|---|
2 09:00–09:50 | 階層線性模型 TB435（北門） 3 節連堂 |
3 10:10–11:00 | |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
階層線性模式(hierarchical linear models, HLM) 為社會科學研究的重要典範之一,適用於分析多層次(multi-level)結構的資料。本課程以應用導向,介紹HLM的基本概念與使用時機,並使用Mplus軟體進行操作。此外,本課程簡介成長模型分析以及蒙地卡羅模擬(Monte Carlo simulation)如何應用在日常經驗抽樣法(Experience Sampling Method, ESM)之分析。
統計方法與資料分析、多變量分析、線性結構模式。
無備註
課程由教師講授,以簡報為主,以Mplus軟體為輔,並請同學完成一份統計分析報告。
1學期作業: 個人作業一次。 2.考試狀況 期末考。 3.評量方法 個人作業25%、期末報告25%、期末考30%、參與出席20%。
Growth Modeling
1. Growth modeling by using HLM 2. Growth modeling by using SEM 3. Dynamic latent growth modeling
- 講授：
- 6
Introduction to Monte Carlo Simulation
1. Monte Carlo simulation for ESM
- 講授：
- 3
Hierarchical Linear Models
1. Introduction to concepts of hierarchical linear model 2. Fix effect and random effects models 3. Intraclass correlation coefficient (ICC) and rwg 3. Cross-level interaction
- 講授：
- 30
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction Syllabus and Multilevel Analysis Reading: González-Romá and Hernández (2017)* |
| 第 2 週 | Introduction to multi-level analysis (Concepts) Reading: Klein and Kozlowski (2000)*, Chan (1998)*, and Chen, Mathieu, and Bliese (2004). |
| 第 3 週 | Introduction to multi-level analysis (Concepts) Reading: Heck and Thomas (2020) (CH1-CH2) |
| 第 4 週 | Introduction to multi-level analysis (Methods) Reading: Hox (2010) (CH1、CH3、CH4) |
| 第 5 週 | Introduction to Mplus https://psu-psychology.github.io/psy-597-SEM/15_multilevel/multilevel_sem.html http://wlm.userweb.mwn.de/Mplus/wmplbas1.htm |
| 第 6 週 | Multilevel Regression Models Readings: Heck and Thomas (2020) (CH3-CH4) and Hox (2010) (CH2) |
| 第 7 週 | Multilevel Path Models Readings: Hox (2010) (CH15) |
| 第 8 週 | Midterm Week: Individual project discussion |
| 第 9 週 | Multilevel Models with Categorical Variables Reading: Heck and Thomas (2020) (CH6) |
| 第 10 週 | Multilevel Structural Equation Models Reading: Heck and Thomas (2020) (CH7) |
| 第 11 週 | Cross-level Moderation Reading: Aguinis, Gottfredson and Culpepper (2013) |
| 第 12 週 | Latent Growth Models as Multilevel and SEM |
| 第 13 週 | Dynamic Latent Growth Modeling |
| 第 14 週 | Introduction to Monte Carlo Simulation for Experience Sampling Methods Data |
| 第 15 週 | Individual Project Presentation |
| 第 16 週 | Final Exam |
| 第 17 週 | Individual Project Discussion |
| 第 18 週 | Individual Project Discussion |
Heck, R. H., & Thomas, S. L. (2020). An introduction to multilevel modeling techniques: MLM and SEM approaches (4th ed). Routledge. Hox, J. J. (2010). Multilevel Analysis: Techniques and Applications (2nd ed.). Routledge.
- 地點
- 教授研究室
- 時間
- 周五 10:00-12:00
- 聯絡方式
- swallow499@gmail.com