Chenping Hou

Fast Second-Order Online Kernel Learning Through Incremental Matrix Sketching and Decomposition

2024

Second-order Online Kernel Learning (OKL) has attracted considerable research interest due to its promising predictive performance in streaming environments. However, existing second-order OKL approaches suffer from at least quadratic time complexity with respect to the …