A note on logistic regression and logistic kernel machine models

This is a note on logistic regression models and logistic kernel machine models. It contains derivations to some of the expressions in a paper – SNP Set Analysis for Detecting Disease Association Using Exon Sequence Data – submitted to BMC proceedings by these authors.