AMS Sectional Meeting AMS Special Session

Current as of Saturday, April 11, 2020 03:30:04

Spring Central Sectional Meeting

• Purdue University, West Lafayette, IN
• April 4-5, 2020 (Saturday - Sunday)
• Meeting #1157

Georgia Benkart, AMS benkart@math.wisc.edu

• Saturday April 4, 2020, 8:30 a.m.-11:20 a.m.
  Special Session on Scientific Machine Learning
  Room 019, University Hall
  Organizers:
  Tong Qin, The Ohio State University qin.428@osu.edu
  Dongbin Xiu, The Ohio State University
  

  • 8:30 a.m.
    A homotopy training algorithm for fully connected neural networks and applications in solving PDEs.
    Wenrui Hao*, Penn State University
    (1157-65-135)
  • 9:00 a.m.
    Data-driven discovery of differential equations with random initial and boundary conditions using subsampling-based robust Bayesian method.
    Guang Lin*, Purdue University
    Sheng Zhang, Purdue University
    (1157-65-131)
  • 9:30 a.m.
    Proxy point method for analytical compression of kernel matrices.
    Jianlin Xia*, Purdue University
    Xin Ye, Purdue University
    Lexing Ying, Stanford University
    (1157-15-446)
  • 10:00 a.m.
    Bifidelity data-assisted Neural Network Approximation in Reduced Order Modeling for time-dependent PDEs.
    Xueyu Zhu*, University of Iowa
    Chuan Lu, University of Iowa
    (1157-65-462)
  • 10:30 a.m.
    Data-driven governing equations approximation using deep neural networks.
    Tong Qin*, The Ohio State University
    Zhen Chen, The Ohio State University
    John Jakeman, Sandia National Laboratories
    Dongbin Xiu, The Ohio State University
    (1157-65-262)
  • 11:00 a.m.
    On generalized residue network for deep learning of unknown dynamical systems.
    Zhen Chen*, The Ohio State University
    Dongbin Xiu, The Ohio State University
    (1157-65-264)