課程信息
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第 4 門課程(共 4 門)

100% 在線

立即開始,按照自己的計劃學習。

可靈活調整截止日期

根據您的日程表重置截止日期。

初級

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

完成時間大約為13 小時

建議:4 weeks, 3-4 hours/week...

英語(English)

字幕:英語(English)

您將學到的內容有

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

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

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    Perform calculations with multiple predictor variables

您將獲得的技能

effect modifcationProportional Hazards ModelRegression AnalysisSpline approach

第 4 門課程(共 4 門)

100% 在線

立即開始,按照自己的計劃學習。

可靈活調整截止日期

根據您的日程表重置截止日期。

初級

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

完成時間大約為13 小時

建議:4 weeks, 3-4 hours/week...

英語(English)

字幕:英語(English)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間為 4 小時

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

9 個視頻 (總計 177 分鐘), 2 個閱讀材料, 2 個測驗
9 個視頻
Multiple Linear Regression: Some Examples23分鐘
Multiple Linear Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting Estimates14分鐘
Estimate Group Means and Mean Differences for Groups Who Differ in More than One Predictor with Multiple Linear Regression9分鐘
The “Linearity” Assumption and Estimating Amount of Variability Explained by Multiple Predictors21分鐘
Examples from the Literature21分鐘
Investigating Effect Modification with Multiple Linear Regression (Forthcoming)20分鐘
Investigating Effect Modification with Multiple Linear Regression—More Examples, For Those Interested18分鐘
Additional Examples of Multiple Linear Regression34分鐘
2 個閱讀材料
Solutions to Practice Quiz on Multiple Linear Regression10分鐘
Solutions to Summative Quiz 110分鐘
2 個練習
Practice Quiz: An Overview of Multiple Regression for Estimation, Adjustment, and Basic Prediction, and Multiple Linear Regression30分鐘
An Overview of Multiple Regression for Estimation, Adjustment, and Basic Prediction, and Multiple Linear Regression30分鐘
2
完成時間為 4 小時

Multiple Logistic Regression

8 個視頻 (總計 173 分鐘), 2 個閱讀材料, 2 個測驗
8 個視頻
Multiple Logistic Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting Estimates18分鐘
Estimating Group Odds and Proportions, and Odds Ratios for Groups Who Differ in More than One Predictor with Multiple Linear Regression24分鐘
The “Linearity” Assumption and A Brief Note about Prediction with Multiple Logistic Regression27分鐘
Examples from the Literature26分鐘
Investigating Effect Modification with Multiple Logistic Regression, Part 118分鐘
Investigating Effect Modification with Multiple Logistic Regression, Part 210分鐘
Additional Examples21分鐘
2 個閱讀材料
Solutions to Practice Quiz Items 1-910分鐘
Solutions to Quiz on Logistic Regression10分鐘
2 個練習
Practice Quiz: Multiple Logistic Regression30分鐘
Multiple Logistic Regression30分鐘
3
完成時間為 3 小時

Multiple Cox Regression

5 個視頻 (總計 95 分鐘), 2 個閱讀材料, 2 個測驗
5 個視頻
Basics of Model Estimation and Handling Uncertainty in the Resulting Estimates18分鐘
Estimating Hazard Ratios for Groups who Differ in more than one Predictor with Multiple Cox Regression12分鐘
The "Linearity" Assumption and Prediction with Multiple Cox Regression21分鐘
Examples from the Literature25分鐘
2 個閱讀材料
Soluitons To Multiple Cox Regression Practice Quiz10分鐘
Solutions: Summative Quiz (Multiple Cox Regression)10分鐘
2 個練習
Practice Quiz: Multiple Cox Regression30分鐘
Multiple Cox Regression, and Course Concepts30分鐘
4
完成時間為 2 小時

Course Project

1 個閱讀材料, 1 個測驗
1 個閱讀材料
Biostatistical Consulting Project10分鐘
1 個練習
Project2小時
4.7
9 條評論Chevron Right

來自Multiple Regression Analysis in Public Health 的熱門評論

創建者 UKJul 30th 2019

The course is well structured. The numerous examples and practice questions help the student apply the concepts learned. I love the fact that almost every question was from a real article.

創建者 CNAug 31st 2019

The course was five stars, there were some quiz issues and a few numerical issues, but I learned a lot and appreciate the time and effort put into the content. Thank you!

講師

Avatar

John McGready, PhD, MS

Associate Scientist, Biostatistics
Bloomberg School of Public Health

關於 约翰霍普金斯大学

The mission of The Johns Hopkins University is to educate its students and cultivate their capacity for life-long learning, to foster independent and original research, and to bring the benefits of discovery to the world....

關於 Biostatistics in Public Health 專項課程

This specialization is intended for public health and healthcare professionals, researchers, data analysts, social workers, and others who need a comprehensive concepts-centric biostatistics primer. Those who complete the specialization will be able to read and respond to the scientific literature, including the Methods and Results sections, in public health, medicine, biological science, and related fields. Successful learners will also be prepared to participate as part of a research team....
Biostatistics in Public Health

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