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Multiple Regression Analysis in Public Health · LearnSpace
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Multiple Regression Analysis in Public Health

Курс от Johns Hopkins University
Начальный≈ 14 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Biostatistics is the application of statistical reasoning to the life sciences, and it's the key to unlocking the data gathered by researchers and the evidence presented in the scientific public health literature. In this course, you'll extend simple regression to the prediction of a single outcome of interest on the basis of multiple variables. Along the way, you'll be introduced to a variety of methods, and you'll practice interpreting data and performing calculations on real data from published studies. Topics include multiple logistic regression, the Spline approach, confidence intervals, p-values, multiple Cox regression, adjustment, and effect modification.

Навыки, которые вы освоите

Regression AnalysisStatistical AnalysisStatistical ModelingLogistic RegressionModel EvaluationQuantitative ResearchStatistical InferenceStatistical Hypothesis TestingStatistical MethodsPublic HealthBiostatisticsPredictive ModelingData Analysis

Программа курса

4 модулей · 36 учебных материалов

01An Overview of Multiple Regression for Estimation, Adjustment, and Basic Prediction, and Multiple Linear Regression13 материалов

Multiple Regression

Multiple Regression: An OverviewВидеоMultiple Linear Regression: Some ExamplesВидеоMultiple Linear Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting EstimatesВидеоEstimate Group Means and Mean Differences for Groups Who Differ in More than One Predictor with Multiple Linear RegressionВидео

Учитесь у экспертов

John McGready, PhD, MS

Associate Scientist, Biostatistics

Multiple Regression Analysis in Public Health
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Обучение на Coursera

≈ 14 ч

4 модулей

Язык: Английский

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

Часть программы вашего университета
The “Linearity” Assumption and Estimating Amount of Variability Explained by Multiple PredictorsВидео
Examples from the LiteratureВидео
Investigating Effect Modification with Multiple Linear Regression (Forthcoming)Видео
Investigating Effect Modification with Multiple Linear Regression—More Examples, For Those InterestedВидео
Additional Examples of Multiple Linear RegressionВидео

Formative Assessment

Practice Quiz: An Overview of Multiple Regression for Estimation, Adjustment, and Basic Prediction, and Multiple Linear RegressionЗаданиеSolutions to Practice Quiz on Multiple Linear RegressionЧтение

Summative Assessment

An Overview of Multiple Regression for Estimation, Adjustment, and Basic Prediction, and Multiple Linear RegressionЗаданиеSolutions to Summative Quiz 1Чтение
02Multiple Logistic Regression12 материалов

Multiple Logistic Regression

Multiple Logistic Regression: Some ExamplesВидеоMultiple Logistic Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting EstimatesВидеоEstimating Group Odds and Proportions, and Odds Ratios for Groups Who Differ in More than One Predictor with Multiple Linear RegressionВидеоThe “Linearity” Assumption and A Brief Note about Prediction with Multiple Logistic RegressionВидеоExamples from the LiteratureВидеоInvestigating Effect Modification with Multiple Logistic Regression, Part 1ВидеоInvestigating Effect Modification with Multiple Logistic Regression, Part 2ВидеоAdditional ExamplesВидео

Formative Assessment

Practice Quiz: Multiple Logistic RegressionЗаданиеSolutions to Practice Quiz Items 1-9Чтение

Summative Assessment

Multiple Logistic RegressionЗаданиеSolutions to Quiz on Logistic RegressionЧтение
03Multiple Cox Regression9 материалов

Multiple Cox Regression

Some ExamplesВидеоBasics of Model Estimation and Handling Uncertainty in the Resulting EstimatesВидеоEstimating Hazard Ratios for Groups who Differ in more than one Predictor with Multiple Cox RegressionВидеоThe "Linearity" Assumption and Prediction with Multiple Cox RegressionВидеоExamples from the LiteratureВидео

Formative Assessment

Practice Quiz: Multiple Cox RegressionЗаданиеSolutions To Multiple Cox Regression Practice QuizЧтение

Summative Assessment

Multiple Cox Regression, and Course ConceptsЗаданиеSolutions: Summative Quiz (Multiple Cox Regression)Чтение
04Course Project2 материалов

Reading: Biostatistical Consulting Project

Biostatistical Consulting ProjectЧтение

Quiz: Course Project Quiz (1 attempt per day allowed)

ProjectЗадание