Learning One Way ANOVA Using Computer Simulations

所在平台: Udemy

课程主页: https://www.udemy.com/course/learning-one-way-anova-using-computer-simulations/

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**课程名称:** 使用计算机模拟学习单因素方差分析 **课程概述:** 本课程为期八部分,旨在帮助您扎实掌握单因素、组间设计方差分析(ANOVA)的知识。本系列课程旨在补充和增强您的课堂教学,涵盖从基础统计概念到单因素ANOVA的学习进程。我们的目标是通过聚焦学生常感到挑战的概念,来加深您对ANOVA的理解。 我们的视频将重点讲解支持单因素ANOVA坚实理解所需的统计理论基础。我们并非将每个主题作为孤立的学习体验,而是通过视频将各主题与方差分析联系起来。我们称之为“ANOVA的构建块方法”。 我们**不**侧重于使用任何常用统计软件包进行ANOVA或其他相关程序的机械操作。相反,我们将提供对所讨论统计程序背后理论的易于理解的处理,并将每个概念与ANOVA联系起来。为了支持这种方法,我们将使用计算机模拟来阐释关键概念,使您能够更深入地可视化和参与到学习材料中。这些模拟将使我们视频中呈现的主题更加具体和有形。我们的重点将放在ANOVA为何如此运作,而不是如何运行计算它的统计程序。 本系列中的每个视频都旨在在前一个视频的基础上进行构建,逐步加强您对进行和解释单因素ANOVA所需的统计概念的理解。 **视频涵盖内容:** * 方差 * 随机抽样 * 中心极限定理 * 实验误差 * 个体得分的因子模型 * 方差分析:基本概念(第一部分) * 方差分析:基本概念(第二部分) * 方差分析:模拟 * ANOVA模拟

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This course is an eight-part series designed to provide you with the learning necessary to gain a solid understanding of one way, between subjects, analysis of variance (ANOVA). The purpose of this series is to supplement and enhance your classroom instruction on the topics that are taught as students progress from learning about basic statistical concepts to one way ANOVA. Our goal is to deepen your understanding of ANOVA by focusing on the concepts that students often find most challenging.Our videos focus on some of the basic statistical theory that is necessary to support a solid understanding of one-way ANOVA. Instead of presenting each topic covered as a stand-alone learning experience, our videos will make the connection between that topic and analysis of variance. In this way, we have taken what we call, "a building block approach to ANOVA".We will not be focusing on the mechanics of running an ANOVA or the related procedures using any of the common statistical packages. Instead, we will be providing you with an easily understandable treatment of the theory behind the statistical procedures that we are discussing, linking each one with ANOVA. To support this approach, we will be using computer simulations to illustrate key concepts, enabling you to visualize and engage with the material in a deeper way. These simulations will make the topics we are presenting in these videos more concrete and tangible. Our focus will be on why ANOVA functions the way it does rather than on how to run a statistical program that calculates it.Each video in this series is designed to build on the prior ones, progressively strengthening your comprehension of the statistical concepts essential for conducting and interpreting a one-way ANOVA.The videos in this series will cover:VarianceRandom SamplingCentral Limit TheoremExperimental ErrorThe Factor Model of Individual ScoresAnalysis of Variance: Basic Concepts Part IAnalysis of Variance: Basic Concepts Part IIAnalysis of Variance: SimulationsANOVA Simulations

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