Dissertation/ Thesis

On the comparison of models for paired Bernoulli data with extra zeros

التفاصيل البيبلوغرافية
العنوان: On the comparison of models for paired Bernoulli data with extra zeros
Alternate Title: 過多零事件之成對伯努力資料在不同模型下比較之研究
المؤلفون: Yu-Hui Chou, 周育慧
Thesis Advisors: Mi-Chia Ma, 馬瀰嘉
سنة النشر: 2004
المجموعة: National Digital Library of Theses and Dissertations in Taiwan
الوصف: 92
For frequency counts, the situation of extra zeros often occurs in biomedical data. This is demonstrated with count data from a surgical treatment of refractive error which determined the risk factors for an epithelial defect during laser in situ keratomileusis (LASIK). The response variable of this data is binary. It was found that the data exhibited an excess of zeros, in the context that the majority of patients did not suffer intraoperative epithelial defect. The development of surgical treatment is very fast at the time being, count data with extra zeros are quite typical. We use a zero-inflated binomial model to analyze such binary data with extra zeros. In addition, the logistic model, generalized estimating equations, multicategorical logit model and proportional odds model are utilized to analyze this real data. Next, the advantage and defect of different models are compared by the real data and the usage opportunity of above statistical methods is discussed.
Original Identifier: 092NCKU5337020
نوع الوثيقة: 學位論文 ; thesis
وصف الملف: 47
الاتاحة: http://ndltd.ncl.edu.tw/handle/23457172849595716782
رقم الانضمام: edsndl.TW.092NCKU5337020
قاعدة البيانات: Networked Digital Library of Theses & Dissertations