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Simple Regression Analysis in Public Health · LearnSpace
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Simple Regression Analysis in Public Health

Курс от Johns Hopkins University
Начальный≈ 13.9 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, we'll focus on the use of simple regression methods to determine the relationship between an outcome of interest and a single predictor via a linear equation. 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 logistic regression, confidence intervals, p-values, Cox regression, confounding, adjustment, and effect modification.

Навыки, которые вы освоите

Statistical AnalysisRegression AnalysisLogistic RegressionStatistical ModelingStatistical InferencePublic HealthStatisticsPublic Health and Disease PreventionBiostatisticsProbability & StatisticsQuantitative ResearchEpidemiologyRisk AnalysisData LiteracyMedical Science and ResearchCorrelation AnalysisStatistical MethodsRisk Modeling

Программа курса

5 модулей · 49 учебных материалов

01Simple Regression Methods12 материалов

Simple Regression: An Overview, and Simple Linear Regression

IntroductionВидеоSimple Regression: An OverviewВидеоSimple Linear Regression with a Binary (or Nominal Categorical) PredictorВидеоSimple Linear Regression with a Categorical PredictorВидео

Учитесь у экспертов

John McGready, PhD, MS

Associate Scientist, Biostatistics

Simple Regression Analysis in Public Health
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≈ 13.9 ч

5 модулей

Язык: Английский

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

Часть программы вашего университета
Simple Linear Regression with a Continuous PredictorВидео
Simple Linear Regression Model: Estimating the Regression Equation—Accounting for Uncertainty in the EstimatesВидео
Measuring the Strength of a Linear AssociationВидео
Additional ExamplesВидео

Formative Assessment

Practice Quiz: Simple Linear RegressionЗаданиеSolutions to Linear Regression Practice QuizЧтение

Summative Assessment

Simple Linear RegressionЗаданиеQuiz 1 SolutionЧтение
02Simple Logistic Regression11 материалов

Simple Logistic Regression

IntroductionВидеоSimple Logistic Regression: An OverviewВидеоSimple Logistic Regression with a Binary (or Categorical) PredictorВидеоSimple Logistic Regression with a Continuous PredictorВидеоSimple Logistic Regression: Accounting for Uncertainty in the EstimatesВидеоEstimating Risk and Functions of Risk from Logistic Regression ResultsВидеоAdditional ExamplesВидео

Formative Assessment

Practice Quiz: Simple Logistic RegressionЗаданиеSolution Examples to Practice Quiz on Simple Logistic RegressionЧтение

Summative Assessment

Logistic RegressionЗаданиеQuiz 2 SolutionsЧтение
03Simple Cox Proportional Hazards Regression11 материалов

Simple Cox Proportional Hazards Regression

IntroductionВидеоSimple Cox Regression: An OverviewВидеоSimple Cox Regression with a Binary (or Categorical) PredictorВидеоSimple Cox Regression with a Continuous PredictorВидеоSimple Cox Regression: Accounting for Uncertainty in the EstimatesВидеоEstimating Survival Curves from Cox Regression ResultsВидеоAdditional ExamplesВидео

Formative Assessment

Practice Quiz: Simple Cox Proportional Hazards RegressionЗаданиеSolutions for Practice Quiz on Simple Cox RegressionЧтение

Summative Assessment

Simple Cox RegressionЗаданиеSolutions to Summative Quiz 3Чтение
04Confounding, Adjustment, and Effect Modification13 материалов

Confounding and Adjustment

IntroductionВидеоConfounding: A Formal Definition and Some ExamplesВидеоAdjusted Estimates: Presentation, Interpretation, and Utility for Assessing ConfoundingВидеоAdjusted Estimates: The General Idea Behind the ComputationsВидеоAdditional ExamplesВидео

Effect Modification

Effect modification: Introduction with an analytic exampleВидеоEffect modification: Tree damage and elevation exampleВидеоEffect modification: Examples from the literatureВидеоConfounding versus effect modification: A reviewВидеоAdditional examplesВидео

Formative Assessment

Practice Quiz: Confounding and Effect ModificationЗадание

Summative Assessment

Confounding and Effect ModificationЗаданиеSolutions to Summative Quiz 4Чтение
05Course Project2 материалов

Reading: Biostatistical Consulting Project

Biostatistical Consulting ProjectЧтение

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

Course Project QuizЗадание