Chuan He
Assistant Professor
Department of Mathematics
Linköping University
I am an Assistant Professor in the Department of Mathematics at Linköping University.
I was a postdoctoral associate in the Department of Computer Science and Engineering at Universitof Minnesota, working with Professor Ju Sun. I earned my PhD from the Department of Industrial and Systems Engineering at University of Minnesota under the supervision of Professor Zhaosong Lu. I received my bachelor’s degree from the School of Mathematical Sciences at Xiamen University, with thesis advised by Professor Wen Huang.
My research interests center around data science and optimization, with topics including deep learning, decentralized optimization, large-scale optimization, and high-order methods. I am also interested in applications of machine learning in healthcare, scientific computing, image science, and engineering.
news
| Aug, 2024 | Our paper “A Newton-CG based barrier-augmented Lagrangian method for general nonconvex conic optimization” has been accepted to Computational Optimization and Applications. |
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| Mar, 2024 | Our paper “Direct metric optimization for imbalanced classification” has been submitted. |
| Mar, 2024 | Our paper “Regression with high-dimensional targets” has been submitted. |
| Feb, 2024 | Our paper “Federated learning with convex global and local constraints” has been submitted. |
| Nov, 2023 | Our paper “Newton-CG methods for nonconvex unconstrained optimization with Hölder continuous Hessian” has been submitted. |