Statistical Reasoning for Public Health 2: Regression Methods

课程
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56 时
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  • 7 序列
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课程详情

教学大纲

  • Week 1 - Introduction and Module 1A: Simple Regression Methods
    In this module, a unified structure for simple regression models will be presented, followed by detailed treatises and examples of both simple linear and logistic models.
  • Week 2 - Module 1B: More Simple Regression Methods
    In this model, more detail is given regarding Cox regression, and it's similarities and differences from the other two regression models from module 1A. The basic structure of the model is detailed, as well as its assumptions, and multiple examples are presen...
  • Week 3 - Module 2A: Confounding and Effect Modification (Interaction)
    This module, along with module 2B introduces two key concepts in statistics/epidemiology, confounding and effect modification. A relation between an outcome and exposure of interested can be confounded if a another variable (or variables) is associated with b...
  • Week 4 - Module 2B: Effect Modification (Interaction
    Effect modification (Interaction), unlike confounding, is a phenomenon of "nature" and cannot be controlled by study design choice. However, it can be investigated in a manner similar to that of confounding. This set of lectures will define and give examples...
  • Week 5 - Module 3A: Multiple Regression Methods
    This module extends linear and logistic methods to allow for the inclusion of multiple predictors in a single regression model.
  • Week 6 - Module 3B: More Multiple Regression Methods
    This set of lectures extends the techniques debuted in lecture set 3 to allow for multiple predictors of a time-to-event outcome using a single, multivariable regression model.
  • Week 7 - Module 4: Additional Topics in Regression
     

先决条件

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讲师

  • John McGready - Bloomberg School of Public Health

编辑

约翰霍普金斯大学（JHU）是一所美国私立大学，位于马里兰州巴尔的摩市。它在华盛顿特区、意大利博洛尼亚、新加坡和中国南京也设有校区。约翰-霍普金斯大学的名字源于一位富有的企业家约翰-霍普金斯，他在去世时将 700 万美元遗赠给了这所大学。

约翰霍普金斯大学是美国最负盛名的大学之一（尤其是其医学和公共卫生学院以及国际事务学院），它将自己定义为美国领先的 "研究型大学"。建校之初，它主要受到海德堡大学和威廉-冯-洪堡德国教育模式的启发。2019 年，有 39 位诺贝尔奖获得者的名字与这所大学有关2。

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