
Yang Liu
Status
Postdoctoral Research Associate
Research groups
Address
Mathematical Institute
University of Oxford
Andrew Wiles Building
Radcliffe Observatory Quarter
Woodstock Road
Oxford
OX2 6GG
University of Oxford
Andrew Wiles Building
Radcliffe Observatory Quarter
Woodstock Road
Oxford
OX2 6GG
Major / recent publications
- Yang Liu, Andre Milzarek, Fred Roosta. Obtaining Pseudo-inverse Solutions With MINRES (https://arxiv.org/abs/2309.17096). Technical Report, Preprint, 2023.
- Yang Liu, Fred Roosta. A Newton-MR Algorithm with Complexity Guarantees for Nonconvex Smooth Unconstrained Optimization (https://arxiv.org/abs/2208.07095). Technical Report, Preprint, 2022.
- Yang Liu, Fred Roosta. MINRES: From Negative Curvature Detection to Monotonicity Properties (https://epubs.siam.org/doi/10.1137/21M143666X). SIAM Journal on Optimization (SIOPT), 2022.
- Wenqing Ouyang, Yang Liu, Andre Milzarek. Descent Properties of an Anderson Accelerated Gradient Method With Restarting (https://arxiv.org/abs/2206.01372). Technical Report, Preprint, 2022.
- Fred Roosta, Yang Liu, Peng Xu, Michael W. Mahoney. Newton-MR: Inexact Newton Method With Minimum Residual Sub-problem Solver (https://www.sciencedirect.com/science/article/pii/S2192440622000119). EURO Journal on Computational Optimization, 2022.
- Yang Liu, Fred Roosta. Convergence of Newton-MR under Inexact Hessian Information (https://epubs.siam.org/doi/abs/10.1137/19M1302211). SIAM Journal on Optimization (SIOPT), 2021.
Research interests
- Algorithm design
- Nonconvex optimization
- Complexity analysis
- Higher-order methods
- Large-scale optimization
- Krylov subspace methods