An Introduction to Factor Analysis

所在平台: Udemy

课程主页: https://www.udemy.com/course/an-introduction-to-factor-analysis/

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课程简介

课程名称:因子分析导论 课程概述:本课程包含一本电子书和一套幻灯片,旨在向学生介绍因子分析的基本概念、应用场景及其使用方法。课程不依赖于任何特定的统计软件,因此适合所有对因子分析感兴趣的学习者。理论部分以直观的方式进行讲解,同时尽量减少数学复杂性。课程首先通过一个简单的一维示例,解释可靠性、载荷和特征值的概念。接着,课程转向二维情境,介绍旋转的概念,并讨论不同的旋转技术及其差异。在课程的第二部分,学生将通过一个案例研究,按步骤深入理解因子分析的应用及各步骤中所使用的逻辑。通过这一部分,学生将参与到一个大型项目中,明白在整个过程中可能提出的各类问题。

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课程详情

Included in this course is an e-book and a set of slides. The purpose of the course is to introduce students to factor analysis, when it is used and how it is used. The course does not assume the use of any specific statistical software. Therefore, this course should be of use to anyone intending interested in factor analysis. The theory is explained in an intuitive way while keeping the math at a minimum. The course starts with a simple one-dimensional example where the concepts of reliability, loadings, and eigenvalues are explained. The course then moves to two-dimensions where the concept of rotation is explained. Different rotation techniques are discussed in addition to the differences between them.In the second part of the course, students walk through a case study in a step-by-step approach in order to see how the techniques are applied and what sort of logic is used in each step. In this part, students will walk through a large project in order to understand the type of questions that are raised throughout the process.

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