Testing the Validity of the Logistic Link Function in Lung Cancer Data
Location
CSU 284
Start Date
21-4-2008 8:00 AM
End Date
21-4-2008 10:00 AM
Student's Major
Mathematics and Statistics
Student's College
Science, Engineering and Technology
Mentor's Name
Mezbahur Rahman
Mentor's Department
Mathematics and Statistics
Mentor's College
Science, Engineering and Technology
Description
In statistics, logistic regression models are often used when the variable of interest is a dichotomous (success/failure) or categorical value. For example, one could use a logistic regression model to determine whether a person is at risk for lung cancer using predictor variables such as age, smoking status, and family history of lung cancer. Unfortunately, there is no guarantee that the logistic link function chosen is correct for the given set of data. Because of this, my project was to verify the validity of the logistic link function in Dr. Mezbahur Rahman and Dr. Larry Pearson's lung cancer study using the Kolmogorov-Smimov test statistic introduced by Qin and Zhang (1997). Also, I compared Qin and Zhang's results from bootstrap estimation to results found using a permutation test.
Testing the Validity of the Logistic Link Function in Lung Cancer Data
CSU 284
In statistics, logistic regression models are often used when the variable of interest is a dichotomous (success/failure) or categorical value. For example, one could use a logistic regression model to determine whether a person is at risk for lung cancer using predictor variables such as age, smoking status, and family history of lung cancer. Unfortunately, there is no guarantee that the logistic link function chosen is correct for the given set of data. Because of this, my project was to verify the validity of the logistic link function in Dr. Mezbahur Rahman and Dr. Larry Pearson's lung cancer study using the Kolmogorov-Smimov test statistic introduced by Qin and Zhang (1997). Also, I compared Qin and Zhang's results from bootstrap estimation to results found using a permutation test.
Recommended Citation
Quick, Harrison. "Testing the Validity of the Logistic Link Function in Lung Cancer Data." Undergraduate Research Symposium, Mankato, MN, April 21, 2008.
https://cornerstone.lib.mnsu.edu/urs/2008/oral-session-02/3