Dr. James McCaffrey presents a complete end-to-end demonstration of linear regression using JavaScript. Linear regression is the simplest machine learning technique to predict a single numeric value, ...

We propose an ℓ 1 -penalized estimation procedure for high-dimensional linear mixedeffects models. The models are useful whenever there is a grouping structure among highdimensional observations, that ...

Journal of the Royal Statistical Society. Series C (Applied Statistics) This paper exploits the one step approximation, derived by Pregibon (1981), for the changes in the deviance of a generalized ...