OptSuite - A Framework for Optimization
发布时间:2022年04月05日
浏览次数:4167
发布者: Yu Feng
主讲人: 刘浩洋(北京大学)
活动时间: 从 2022-04-08 10:00 到 11:30
场地: 北京国际数学研究中心,全斋全29教室
Optimization has many key applications in airline, space, energy, transport, military, and industry. Optimization softwares have been in high demand recently. In this talk, we introduce OptSuite, a C++ open source framework for optimization. The framework is designed to provide fast scientific computing subroutines for general algorithm development, individual optimization modules for conic programming, integer programming, composite optimization, manifold optimization, etc. Specially tuned solvers are also included for real applications such as LASSO and matrix completion. To further improve the flexibility and efficiency, we define an abstract variable class that enables the use of any user-defined variable datatype in the solvers of OptSuite. Preliminary results in matrix completion and semidefinite programming justify the technical strategy and indicate the effectiveness of our framework.
Note: this is a joint work with Prof. Zaiwen Wen (BICMR, PKU), and is still in the early stage of development.
Note: this is a joint work with Prof. Zaiwen Wen (BICMR, PKU), and is still in the early stage of development.