What Is Programming? And How To Get Started
January 28, 2025
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Instructor: Prof. Kit Tai Hau 侯傑泰
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课程介绍:
在社会学、心理学、教育学、经济学、管理学、市场学等研究领域的数据分析中,结构方程建模是当前最前沿的统计方法中应用最广、研究最多的一个。它包含了方差分析、回归分析、路径分析和因子分析,弥补了传统回归分析和因子分析的不足,可以分析多因多果的联系、潜变量的关系,还可以处理多水平数据和纵向数据,是非常重要的多元数据分析工具。本课程系统地介绍结构方程模型和LISREL软件的应用,内容包括:结构方程分析(包括验证性因子分析)的基本概念、统计原理、在社会科学研究中的应用、常用模型及其LISREL程序、结果的解释和模型评价。学员应具备基本的统计知识(如:标准差、t-检验、相关系数),理解回归分析和因子分析的概念。 注:本课程配套教材为《结构方程模型及其应用》(以LISREL软件为例)。 修课背景要求: 讲学语言:普通话及广东话 / 简体中文 这是一个艰深的高阶课程,学员应有下述的知识及训练:(i) 使用SPSS, SAS或其他类似软件包;(ii) 回归;和(iii) 因子分析(探索性因子分析)。 课程目标: 完成课程之后,学生的预期学习成果是: 1. 能够说出与传统的ANOVA和回归分析法相比,结构方程模型的优点; 2. 能够在仪器上进行验证性因子分析; 3. 能够用结构方程模型分析简单的全模型; 4. 通过计算出各种拟合指数和运用其他评估标准,能够比较并选出适合的模型; 5. 能够基于相应的参数统计修改模型;
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Founded in 1963, The Chinese University of Hong Kong (CUHK) is a forward looking comprehensive research university with a global vision and a mission to combine tradition with modernity, and to bring together China and the West. CUHK teachers and students hail from all corners of the world. CUHK graduates are connected worldwide through an expansive alumni network.
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