Symplectic Discretization Approach for Developing New Proximal Point Algorithm

Ya-xiang Yuan, Yi Zhang

The rapid advancements in high-dimensional statistics and machine learning have increased the use of first-order methods. Many of these methods can be regarded as instances of the…