Dynamic Regret for Online Regression in RKHS via Discounted VAW and Subspace Approximation

Dmitry B. Rokhlin, Georgiy A. Karapetyants

We study online regression with the square loss in a reproducing kernel Hilbert space under a dynamic regret criterion. The learner is compared with a time-varying comparator seque…