Applied Logistic Regression

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en
Английский
16 h
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  • From www.coursera.org
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  • Self-paced
  • Free Access
  • Бесплатный сертификат
More info
  • 8 Sequences
  • Introductive Level

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Course details

Syllabus

Week One
  • Logistic Regression Analysis
  • Fitting the Logistic Model
Week Two
  • The Likelihood Ratio Test
  • Finding a Confidence Interval for β and π
  • The Multiple Logistic Regression Model
  • Fitting the Multiple Logistic Regression Model
Week Three
  • Confidence Intervals for β, the Logit, and π
  • Interpretation of Coefficients
  • Dichotomous Independent Variables
Week Four
  • Polychotomous Independent Variables
  • Continuous Independent Variables
Week Five
  • Statistical Adjustment
  • Interaction and Confounding
Week Six
  • Estimating Odd Ratios in the Presence of Interaction
  • The 2X2 Table - Stratified Analysis vs Logistic Regression
  • Assessing the Fit of the Logistic Regression Model
Week Seven
  • Summary Measures of Goodness-of-Fit
  • Area Under the ROC Curve
Week Eight
  • R-squared-type Measures
  • Numerical Problems
  • Estimating the Mortality of ICU Patients


Prerequisite

None.

Instructors

  • Stanley Lemeshow - College of Public Health

Editor

The Ohio State University is one of the largest universities in the United States. It's also home to a diverse group of the best and brightest people in the world: dedicated faculty, passionate students, and innovative researchers who make Ohio State one of the world's truly great universities.

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