Chuan He
Assistant Professor Department of MathematicsLinköping University 🌳☃️Chuan He
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I am an Assistant Professor in the Department of Mathematics and am also affiliated with WASP at Linköping University.
I am an Assistant Professor in the Department of Mathematics and am also affiliated with WASP 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.
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.
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.
I am looking for postdocs with strong mathematics and/or programming background to join in Fall 2025.
I am looking for postdocs with strong mathematics and/or programming background to join in Fall 2025.
News 🗞️
News 🗞️
Upcoming
[Jun 29-July 2, 2025]: I will organize a session on "Recent Advances in Stochastic Optimization" at EUROPT 25, University of Southampton, UK.
Past
[Jun 16-19, 2025]: I presented a poster on "Complexity of normalized Stochastic First-ofsrder methods with momentum under heavy-tailed noise" at LION 19, Prague, Czech Republic.
[Jun 12, 2025]: Our paper "Complexity of normalized stochastic first-order methods with momentum under heavy-tailed noise" (with Zhaosong Lu, Defeng Sun and Zhanwang Deng) is available on arXiv.
[Apr 19, 2025]: Our paper "Newton-CG methods for nonconvex unconstrained optimization with Hölder continuous Hessian" (with Heng Huang and Zhaosong Lu) is accepted by Mathematics of Operations Research.
[Jan 16, 2025]: I gave a talk on "Optimization for Machine Learning" at the WASP Winter Conference in Norrköping.
[Dec 17, 2024]: Our paper "Stochastic interior-point methods for smooth conic optimization with applications" (with Zhanwang Deng) is available on arXiv.
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