High-dimensional online learning via asynchronous decomposition: Non-divergent results, dynamic regularization, and beyond

Shixiang Liu, Zhifan Li, Hanming Yang +1

Existing high-dimensional online learning methods often face the challenge that their error bounds, or per-batch sample sizes, diverge as the number of data batches increases. To a…