Taichi Ishida

Efficient construction of dictionaries for kernel adaptive filtering in a dynamic environment

One of the major challenges in kernel adaptive filtering is how to construct an efficient dictionary of observed input signals. In this paper, we propose novel dictionary adaptation rules for kernel adaptive filtering. The first algorithm can efficiently “move” elements of the dictionary to increase…