15 citations
3 papers
stat.ME2024
Federated mixed effects logistic regression based on one-time shared summary statistics
Marie Analiz April Limpoco, Christel Faes, Niel Hens
Upholding data privacy especially in medical research has become tantamount to facing difficulties in accessing individual-level patient data. Estimating mixed effects binary logis…
stat.ME2021★ 15 cited
Laplacian-P-splines for Bayesian inference in the mixture cure model
Oswaldo Gressani, Christel Faes, Niel Hens
The mixture cure model for analyzing survival data is characterized by the assumption that the population under study is divided into a group of subjects who will experience the ev…
stat.ME2012
Data Mining for Longitudinal Data under Multicollinearity and Time Dependence using Penalized Generalized Estimating Equations
Adriaan Blommaert, Niel Hens, Philippe Beutels
Penalized generalized estimating equations with Elastic Net or L2-Smoothly Clipped Absolute Deviation penalization are proposed to simultaneously select the most important variable…