2 papers
stat.ML2026
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…
math.ST2024
Functional Adaptive Huber Linear Regression
Ling Peng, Xiaohui Liu, Heng Lian
Robust estimation has played an important role in statistical and machine learning. However, its applications to functional linear regression are still under-developed. In this pap…