Online Regularized Statistical Learning in Reproducing Kernel Hilbert Space With Non-Stationary Data

Yan Chen, Tao Li, Xiwei Zhang

We study recursive regularized learning algorithms in the reproducing kernel Hilbert space (RKHS) with non-stationary online data streams. We introduce the concept of a random Tikh…