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math.NA2024★ 4 cited
A Nonoverlapping Domain Decomposition Method for Extreme Learning Machines: Elliptic Problems
Chang-Ock Lee, Youngkyu Lee, Byungeun Ryoo
Extreme learning machine (ELM) is a methodology for solving partial differential equations (PDEs) using a single hidden layer feed-forward neural network. It presets the weight/bia…
math.NA2021★ 7 cited
Parareal Neural Networks Emulating a Parallel-in-time Algorithm
Chang-Ock Lee, Youngkyu Lee, Jongho Park
As deep neural networks (DNNs) become deeper, the training time increases. In this perspective, multi-GPU parallel computing has become a key tool in accelerating the training of D…