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Integrating geometries of ReLU feedforward neural networks

This paper investigates the integration of multiple geometries present within a ReLU-based neural network. A ReLU neural network determines a piecewise affine linear continuous map, M, from an input space ℝ(m) to an output space ℝ(n). The piecewise behavior corresponds to a polyhedral decomposition...

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Detalles Bibliográficos
Autores principales: Liu, Yajing, Caglar, Turgay, Peterson, Christopher, Kirby, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10682363/
https://www.ncbi.nlm.nih.gov/pubmed/38033354
http://dx.doi.org/10.3389/fdata.2023.1274831