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Junpyo Choi

3 papers hereh-index 27 citations4 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • math.NA2
  • math.FA1

identity via Semantic Scholar / OpenAlex

most citedLeast-Squares Neural Network (LSNN) Method For Linear Advection-Reaction Equation: Discontinuity Interface

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

collaborators

3 papers

math.FA2024

ReLU neural network approximation to piecewise constant functions

Zhiqiang Cai, Junpyo Choi, Min Liu

This paper studies the approximation property of ReLU neural networks (NNs) to piecewise constant functions with unknown interfaces in bounded regions in Rd. Under the…

math.NA2023

Least-Squares Neural Network (LSNN) Method For Linear Advection-Reaction Equation: Non-constant Jumps

Zhiqiang Cai, Junpyo Choi, Min Liu

The least-squares ReLU neural network (LSNN) method was introduced and studied for solving linear advection-reaction equation with discontinuous solution in \cite{Cai2021linear,cai…

math.NA2023★ 5 cited

Least-Squares Neural Network (LSNN) Method For Linear Advection-Reaction Equation: Discontinuity Interface

Zhiqiang Cai, Junpyo Choi, Min Liu

We studied the least-squares ReLU neural network (LSNN) method for solving linear advection-reaction equation with discontinuous solution in [Cai, Zhiqiang, Jingshuang Chen, and Mi…

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