Search Results for author: Shixiao W. Jiang

Found 2 papers, 1 papers with code

Solving PDEs on Unknown Manifolds with Machine Learning

1 code implementation12 Jun 2021 Senwei Liang, Shixiao W. Jiang, John Harlim, Haizhao Yang

In a well-posed elliptic PDE setting, when the hypothesis space consists of neural networks with either infinite width or depth, we show that the global minimizer of the empirical loss function is a consistent solution in the limit of large training data.

BIG-bench Machine Learning Learning Theory

Machine Learning for Prediction with Missing Dynamics

no code implementations13 Oct 2019 John Harlim, Shixiao W. Jiang, Senwei Liang, Haizhao Yang

This article presents a general framework for recovering missing dynamical systems using available data and machine learning techniques.

BIG-bench Machine Learning

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