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Explicit neural network classifiers for non-separable data

Machine Learning 2025-06-30 v2 Artificial Intelligence Optimization and Control Machine Learning

Abstract

We fully characterize a large class of feedforward neural networks in terms of truncation maps. As an application, we show how a ReLU neural network can implement a feature map which separates concentric data.

Keywords

Cite

@article{arxiv.2504.18710,
  title  = {Explicit neural network classifiers for non-separable data},
  author = {Patrícia Muñoz Ewald},
  journal= {arXiv preprint arXiv:2504.18710},
  year   = {2025}
}

Comments

10 pages

R2 v1 2026-06-28T23:12:00.086Z