Linear and Generalized Linear Mixed Models and Their Applications

Linear and Generalized Linear Mixed Models and Their Applications

المؤلف
Jiming Jiang
سنة النشر
2007
الناشر
Springer
لغة الملف
انكليزي
نوع الملف
Book
تصنيف الكتاب
Mathematics and Statistics

This book covers two major classes of mixed effects models, linear mixed models and generalized linear mixed models, and it presents an up-to-date account of theory and methods in analysis of these models as well as their applications in various fields. The book offers a systematic approach to inference about non-Gaussian linear mixed models. Furthermore, it has included recently developed methods, such as mixed model diagnostics, mixed model selection, and jackknife method in the context of mixed models.


الكلمات المفتاحية: Mathematics and Statistics / Regression analysis / Data analysis / Generalized linear mixed models / Linear mixed models / Linear optimization / Mathematical statistics / Model selection / Prediction / Random effects