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An alternative method for logistic regression on contingency tableswith zero cell counts |
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รหัสดีโอไอ | |
Creator | 1. Nurin Dureh 2. Chamnein Choonpradub 3. Phattrawan Tongkumchum |
Title | An alternative method for logistic regression on contingency tableswith zero cell counts |
Publisher | Research and Development Office, Prince of Songkla University |
Publication Year | 2559 |
Journal Title | Songklanakarin Journal of Science and Technology (SJST) |
Journal Vol. | 38 |
Journal No. | 2 |
Page no. | 171-176 |
Keyword | zero cell count,logistic regression,data modification |
ISSN | 0125-3395 |
Abstract | This paper introduces an alternative method for solving a problem of non-convergence in logistic regression. Themethod does not require any special software to be developed. It simply involves modifying the data by replacing the zerocount by 1 and doubling a corresponding non-zero count. The method is compared with that based on penalized likelihoodsuggested by Firth. Results show that the data modification method provides statistical significance of associations similar toFirth's method while using standard logistic regression output. |