Renewable Lasso without Batch-Number Constraints: A Gradient-Enhanced Approach

Junzhuo Gao, Ling Peng, Xu Guo +1

We study online estimation for high-dimensional generalized linear models with streaming data. First, for the non-distributed setting, we propose a gradient-enhanced surrogate loss…