À propos de ce cours

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Niveau débutant

The recommended math prerequisite is up through and including basic algebra including logarithms and the equation of a line.

Approx. 14 heures pour terminer
Anglais

Ce que vous allez apprendre

  • Practice multiple regression methods to determine relationships between an outcome and multiple predictors

  • Use the Spline approach for non-linear relationships with continuous predictors

  • Perform calculations with multiple predictor variables

Compétences que vous acquerrez

effect modifcationProportional Hazards ModelRegression AnalysisSpline approach
Certificat partageable
Obtenez un Certificat lorsque vous terminez
100 % en ligne
Commencez dès maintenant et apprenez aux horaires qui vous conviennent.
Dates limites flexibles
Réinitialisez les dates limites selon votre disponibilité.
Niveau débutant

The recommended math prerequisite is up through and including basic algebra including logarithms and the equation of a line.

Approx. 14 heures pour terminer
Anglais

Offert par

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Université Johns-Hopkins

Programme du cours : ce que vous apprendrez dans ce cours

Semaine
1

Semaine 1

4 heures pour terminer

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

4 heures pour terminer
9 vidéos (Total 177 min), 2 lectures, 2 quiz
9 vidéos
Multiple Linear Regression: Some Examples23 min
Multiple Linear Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting Estimates14 min
Estimate Group Means and Mean Differences for Groups Who Differ in More than One Predictor with Multiple Linear Regression9 min
The “Linearity” Assumption and Estimating Amount of Variability Explained by Multiple Predictors21 min
Examples from the Literature21 min
Investigating Effect Modification with Multiple Linear Regression (Forthcoming)20 min
Investigating Effect Modification with Multiple Linear Regression—More Examples, For Those Interested18 min
Additional Examples of Multiple Linear Regression34 min
2 lectures
Solutions to Practice Quiz on Multiple Linear Regression10 min
Solutions to Summative Quiz 110 min
2 exercices pour s'entraîner
Practice Quiz: An Overview of Multiple Regression for Estimation, Adjustment, and Basic Prediction, and Multiple Linear Regression30 min
An Overview of Multiple Regression for Estimation, Adjustment, and Basic Prediction, and Multiple Linear Regression30 min
Semaine
2

Semaine 2

4 heures pour terminer

Multiple Logistic Regression

4 heures pour terminer
8 vidéos (Total 173 min), 2 lectures, 2 quiz
8 vidéos
Multiple Logistic Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting Estimates18 min
Estimating Group Odds and Proportions, and Odds Ratios for Groups Who Differ in More than One Predictor with Multiple Linear Regression24 min
The “Linearity” Assumption and A Brief Note about Prediction with Multiple Logistic Regression27 min
Examples from the Literature26 min
Investigating Effect Modification with Multiple Logistic Regression, Part 118 min
Investigating Effect Modification with Multiple Logistic Regression, Part 210 min
Additional Examples21 min
2 lectures
Solutions to Practice Quiz Items 1-910 min
Solutions to Quiz on Logistic Regression10 min
2 exercices pour s'entraîner
Practice Quiz: Multiple Logistic Regression30 min
Multiple Logistic Regression30 min
Semaine
3

Semaine 3

3 heures pour terminer

Multiple Cox Regression

3 heures pour terminer
5 vidéos (Total 95 min), 2 lectures, 2 quiz
5 vidéos
Basics of Model Estimation and Handling Uncertainty in the Resulting Estimates18 min
Estimating Hazard Ratios for Groups who Differ in more than one Predictor with Multiple Cox Regression12 min
The "Linearity" Assumption and Prediction with Multiple Cox Regression21 min
Examples from the Literature25 min
2 lectures
Soluitons To Multiple Cox Regression Practice Quiz10 min
Solutions: Summative Quiz (Multiple Cox Regression)10 min
2 exercices pour s'entraîner
Practice Quiz: Multiple Cox Regression30 min
Multiple Cox Regression, and Course Concepts30 min
Semaine
4

Semaine 4

2 heures pour terminer

Course Project

2 heures pour terminer
1 lecture
1 lecture
Biostatistical Consulting Project10 min
1 exercice pour s'entraîner
Project2 h

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Biostatistics in Public Health

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