activity
20212023
most citedEstimation of Non-Crossing Quantile Regression Process with Deep ReQU Neural Networks

3 citations · 5 across the 4 of their papers we have counts for

collaborators
Showing math.NAShow all

2 papers · 1 filter

math.NA2023

Deep Neural Network Approximation of Composition Functions: with application to PINNs

Chenguang Duan, Yuling Jiao, Xiliang Lu +2

In this paper, we focus on approximating a natural class of functions that are compositions of smooth functions. Unlike the low-dimensional support assumption on the covariate, we…

math.NA2023

Convergence Analysis of the Deep Galerkin Method for Weak Solutions

Yuling Jiao, Yanming Lai, Yang Wang +2

This paper analyzes the convergence rate of a deep Galerkin method for the weak solution (DGMW) of second-order elliptic partial differential equations on with Diric…