Missing covariate data in generalized linear mixed models with distribution-free random effects

• Main Authors: Liu, Li, Xiang, Liming
• Other Authors: School of Physical and Mathematical Sciences
• Format: Article
• Language: English
• Published: 2019
• Subjects: Generalized Linear Mixed Model; Auxiliary Variable; Science::Mathematics
• Online Access: https://hdl.handle.net/10356/105576; http://hdl.handle.net/10220/50235
• Institution: Nanyang Technological University

We consider generalized linear mixed models in which random effects are free of parametric distributions and missing at random data are present in some covariates. To overcome the problem of missing data, we propose two novel methods relying on auxiliary variables: a penalized conditional likelihood...