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Quantifying Relationships with Regression Models · LearnSpace
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Quantifying Relationships with Regression Models

Курс от Johns Hopkins University
Средний≈ 11.2 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course will introduce you to the linear regression model, which is a powerful tool that researchers can use to measure the relationship between multiple variables. We’ll begin by exploring the components of a bivariate regression model, which estimates the relationship between an independent and dependent variable. Building on this foundation, we’ll then discuss how to create and interpret a multivariate model, binary dependent variable model and interactive model. We’ll also consider how different types of variables, such as categorical and dummy variables, can be appropriately incorporated into a model. Overall, we’ll discuss some of the many different ways a regression model can be used for both descriptive and causal inference, as well as the limitations of this analytical tool. By the end of the course, you should be able to interpret and critically evaluate a multivariate regression analysis.

Навыки, которые вы освоите

Regression AnalysisStatistical ModelingCorrelation AnalysisModel EvaluationStatistical InferenceStatistical MethodsStatisticsLogistic RegressionPredictive ModelingData AnalysisStatistical AnalysisProbability & StatisticsProbabilityMathematical Modeling

Программа курса

4 модулей · 45 учебных материалов

01Regression Models: What They Are and Why We Need Them13 материалов

Welcome to the course!

Welcome VideoВидео

Correlation and Causation

CorrelationВидеоSpurious CorrelationsЧтениеCorrelation in StatisticsЧтение

Учитесь у экспертов

Jennifer Bachner, PhD

Director

Quantifying Relationships with Regression Models
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 11.2 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Пушту, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Малайский, Польский

Часть программы вашего университета
Correlation Practice ProblemsЗадание

Prediction Error

Prediction ErrorВидеоWhat is a confusion matrix?ЧтениеPrediction Error Practice ProblemsЗадание

The Linear Regression Model

Introducing the Linear Regression ModelВидеоInterpreting Regression ModelsВидеоLinear Regression and Correlation (Intro & Sections 12.1-12.3)ЧтениеLinear Regression Practice ProblemsЗадание

Final Assessment on Regression Models: What They Are and Why We Need Them

Final Quiz on Regression Models: What They Are and Why We Need ThemЗадание
02Fitting and Evaluating a Bivariate Regression Model11 материалов

Model Fit

Model FitВидеоMeasures of FitЧтениеThe Regression EquationЧтениеModel Fit Practice ProblemsЗадание

Assumptions of Linear Regression

Linear Regression AssumptionsВидеоThe Least Squares AssumptionsЧтениеLinear Regression Assumptions Practice ProblemsЗадание

Regression with a Binary Treatment Variable

Regression with a Binary Treatment VariableВидеоDummy VariablesЧтениеRegression with a Binary Treatment Variable Practice ProblemsЗадание

Final Assessment on Fitting and Evaluating a Bivariate Regression

Final Quiz on Fitting and Evaluating a Bivariate RegressionЗадание
03Multivariate Regression Models11 материалов

Constructing and Interpreting a Multivariate Model

Constructing and Interpreting a Multivariate ModelВидеоIntroduction to Multivariate Regression AnalysisЧтениеInterpreting Regression CoefficientsЧтениеMultivariate Model Interpretation Practice ProblemsЗадание

Categorical Variables and the Dummy Variable Trap

Dummy Variable SetsВидеоLinear vs. Nonlinear Categorical VariablesВидеоCategorical Variable and Dummy Sets Practice ProblemsЗадание

Evaluating a Multivariate Model

Multivariate Model FitВидеоAdjusted R-Squared: What is it used for?ЧтениеMultivariate Model Fit Practice ProblemЗадание

Final Assessment on Multivariate Regression Models

Final Assessment on Multivariate RegressionЗадание
04Extensions of the Multivariate Model10 материалов

Interaction Terms

Interaction Terms: IntroductionВидеоInteracting a Continuous and Dummy VariableВидеоInteracting Two Continuous or Two Dummy VariablesВидеоInterpreting Interactions in RegressionЧтениеInteraction Terms: Practice ProblemsЗадание

Binary Dependent Variables

Linear Probability ModelВидеоLogit and Probit ModelsВидеоRegression with a Binary Dependent VariableЧтениеBinary Dependent Variable Practice ProblemsЗадание

Final Assessment on Extensions of the Multivariate Model

Making Sense of Regression Models with Interaction Terms and Binary Dependent VariablesВзаимная проверка