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Data-driven Efficient Solvers and Predictions of Conformational Transitions for Langevin Dynamics on Manifold in High Dimensions

May 22, 2020
Yuan Gao, Jian-Guo Liu, Nan Wu

* 59 pages, 16 figures 

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A stochastic version of Stein Variational Gradient Descent for efficient sampling

Apr 11, 2019
Lei Li, Yingzhou Li, Jian-Guo Liu, Zibu Liu, Jianfeng Lu

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Uniform-in-Time Weak Error Analysis for Stochastic Gradient Descent Algorithms via Diffusion Approximation

Feb 02, 2019
Yuanyuan Feng, Tingran Gao, Lei Li, Jian-Guo Liu, Yulong Lu

* 17 pages, 2 figures 

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On the diffusion approximation of nonconvex stochastic gradient descent

Mar 03, 2018
Wenqing Hu, Chris Junchi Li, Lei Li, Jian-Guo Liu

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Improved Collaborative Filtering Algorithm via Information Transformation

Oct 14, 2009
Jian-Guo Liu, Bing-Hong Wang, Qiang Guo

* Int. J. Mod. Phys. C 20(2), 285-293 (2009) 
* 5 pages, 4 figures 

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