課程信息

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第 4 門課程(共 4 門)
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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14 小時
英語(English)

您將學到的內容有

  • 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

您將獲得的技能

effect modifcationProportional Hazards ModelRegression AnalysisSpline approach
可分享的證書
完成後獲得證書
100% 在線
立即開始,按照自己的計劃學習。
第 4 門課程(共 4 門)
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14 小時
英語(English)

提供方

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约翰霍普金斯大学

教學大綱 - 您將從這門課程中學到什麼

1

1

完成時間為 4 小時

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

完成時間為 4 小時
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

2

完成時間為 4 小時

Multiple Logistic Regression

完成時間為 4 小時
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

3

完成時間為 3 小時

Multiple Cox Regression

完成時間為 3 小時
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

4

完成時間為 2 小時

Course Project

完成時間為 2 小時
1 個閱讀材料
1 個閱讀材料
Biostatistical Consulting Project10分鐘
1 個練習
Project2小時

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關於 Biostatistics in Public Health 專項課程

Biostatistics in Public Health

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