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math.ST2024
On the effect of noise on fitting linear regression models
Insha Ullah, A. H. Welsh
In this study, we explore the effects of including noise predictors and noise observations when fitting linear regression models. We present empirical and theoretical results that…
math.ST2024★ 3 cited
Asymptotic Results for Penalized Quasi-Likelihood Estimation in Generalized Linear Mixed Models
Xu Ning, Francis Hui, Alan Welsh
Generalized Linear Mixed Models (GLMMs) are widely used for analysing clustered data. One well-established method of overcoming the integral in the marginal likelihood function for…