2 papers
stat.ME2025
Cross-Semantic Transfer Learning for High-Dimensional Linear Regression
Jiancheng Jiang, Xuejun Jiang, Hongxia Jin
Current transfer learning methods for high-dimensional linear regression assume feature alignment across domains, restricting their applicability to semantically matched features.…
math.ST2024
Partition-Insensitive Parallel ADMM Algorithm for High-dimensional Linear Models
Xiaofei Wu, Jiancheng Jiang, Zhimin Zhang
The parallel alternating direction method of multipliers (ADMM) algorithms have gained popularity in statistics and machine learning due to their efficient handling of large sample…