BIOSTATS 640
Intermediate Biostatistics
Biostatistics and Epidemiology
UMass Amherst
 

 

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1. Review of BIOSTATS 540
2. Regression and Correlation
3. Discrete Distributions
4. Categorical Data Analysis
5. Logistic Regression
6. Introduction to Survival Analysis
7. Analysis of Variance
8. Repeated Measures Analysis
9. Nonparametrics

5. Logistic Regression

Scroll down for (1) BIOSTATS 640 2018 (2) Additional Readings and Videos (3) Stata Users (4) R Users, and (5) Other (Applets, Calculators, etc.)

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(1) BIOSTATS 640 - 2018
Lecture Notes - 2018 5. Logistic Regression(pdf, 66 pp)
R Users download (vdt.Rdata)
R Users download (depress.Rdata)
Stata Users download (vdt.dta)
Stata Users download (depress.dta)
Logistic Regression Group Work (pdf, 1 pp) SOLUTIONS (pdf, 2 pp)
Homework due Wednesday March 21, 2018
Questions (pdf, 4 pp)

R Users Download depress.Rdata) illeetvilaine.Rdata)
Stata Users Download (depress.dta) illeetvilaine.dta)
Or, if you have an earlier version of Stata, download (illeetvilaine version 12.dta)
SOLUTIONS to homework
R Users (pdf, 14 pp)

Stata Users (pdf, 11 pp)




(2) Additional Readings and Videos
(Source: John Mc Gready, Johns Hopkins SPH) Statistical Reasoning II
Lecture 8a - Multiple Logistic Regression (32 slides)
(Source: John Mc Gready, Johns Hopkins SPH) Statistical Reasoning II
Lecture 8b - Interaction in Logistic Regression (32 slides)
(Source: John Mc Gready, Johns Hopkins SPH) Statistical Reasoning II
Lecture 8c - Example: Analysis of Sepsis Data Using Logistic Regression (34 slides)
(Source: John Mc Gready, Johns Hopkins SPH) Statistical Reasoning II
Lecture 9b - Logistic Regression for Case-Control Studies (25 slides)
(Source: John Mc Gready, Johns Hopkins SPH) Statistical Reasoning II Lecture 9c - Quick Example of Interaction in Logistic Regression (9 slides)
(Source: Asad Khan, University of Queensland) Model Building Using Logistic Regression (pdf, 35 slides)

 

(3) Stata Users
Illustration of Logistic Regression - (pdf, 30 pp) Download (illeetvilaine version 12.dta)

(Source: StataCorp LP Youtube Channel - Chuck Huber)
VIDEO: 3 video set on Logistic Regression in Stata (html for all 3 videos)
Part 1: Logistic Regression with a Binary Predictor
Part 2: Logistic Regression with a Continuous Predictor
Part 3: Logistic Regression with a Factor Variable Predictor

(Source: Asad Khan, University of Queensland) Model Building Using Logistic Regression (pdf, 35 slides)

 


(4) R Users
(Source: IDRE UCLA Resources for Learning R) Logistic Regression - R Data Analysis Examples (html)
(Source: German Rodrigues, Princeton University) 5. Generalized Linear Models and 5.2 Logistic Regression (html)
Illustration of Logistic Regression - (pdf, 14 pp) Download (illeetvilaine.dta)


 

(5) Other (Applets, Calculators, etc.)
(Source: UCLA Technology Services) For SAS Users - An Introduction to Proc Logistic (html)
 
(Source: Afifi, Clark & May, 2004) Depression Data Set (note: right click to download):
(
SAS) (Formats code in SAS)

SAS for simple logistic regression (pdf, 5 pp)
 
 


 




 

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University of Massachusetts at Amherst
Copyright 2018 University of Massachusetts, Amherst.
This is the course web site for BIOSTATS 640, Biostatistics Program, Department of Biostatistics and Epidemiology.
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Page updated:
March 19, 2018