An algorithmic view of ${\ell }_2$ regularization and some path-following algorithms

Yunzhang Zhu, Renxiong Liu

We establish an equivalence between the ${\ell }_2$-regularized solution path for a convex loss function, and the solution of an ordinary differentiable equation (ODE). Importantly, t…