73 citations · 73 across the 2 of their papers we have counts for
2 papers
stat.ML2022
Capacity dependent analysis for functional online learning algorithms
Xin Guo, Zheng-Chu Guo, Lei Shi
This article provides convergence analysis of online stochastic gradient descent algorithms for functional linear models. Adopting the characterizations of the slope function regul…
cs.LG2016★ 73 cited
Distributed learning with regularized least squares
Shao-Bo Lin, Xin Guo, Ding-Xuan Zhou
We study distributed learning with the least squares regularization scheme in a reproducing kernel Hilbert space (RKHS). By a divide-and-conquer approach, the algorithm partitions…