Machine learning identifies scale-free properties in disordered materials

The performance of a trained neural network may be biased even by generic features of its architecture. Yu et al. ask for the disordered lattice of atoms producing a certain wave localization and the network prefers to answer with power-law distributed displacements.

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Autores principales:	Sunkyu Yu, Xianji Piao, Namkyoo Park
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2020
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/e0f5eff1660b4e30a8c655466ff74960
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spelling	oai:doaj.org-article:e0f5eff1660b4e30a8c655466ff749602021-12-02T18:14:31ZMachine learning identifies scale-free properties in disordered materials10.1038/s41467-020-18653-92041-1723https://doaj.org/article/e0f5eff1660b4e30a8c655466ff749602020-09-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-18653-9https://doaj.org/toc/2041-1723The performance of a trained neural network may be biased even by generic features of its architecture. Yu et al. ask for the disordered lattice of atoms producing a certain wave localization and the network prefers to answer with power-law distributed displacements.Sunkyu YuXianji PiaoNamkyoo ParkNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-11 (2020)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Sunkyu Yu Xianji Piao Namkyoo Park Machine learning identifies scale-free properties in disordered materials
description	The performance of a trained neural network may be biased even by generic features of its architecture. Yu et al. ask for the disordered lattice of atoms producing a certain wave localization and the network prefers to answer with power-law distributed displacements.
format	article
author	Sunkyu Yu Xianji Piao Namkyoo Park
author_facet	Sunkyu Yu Xianji Piao Namkyoo Park
author_sort	Sunkyu Yu
title	Machine learning identifies scale-free properties in disordered materials
title_short	Machine learning identifies scale-free properties in disordered materials
title_full	Machine learning identifies scale-free properties in disordered materials
title_fullStr	Machine learning identifies scale-free properties in disordered materials
title_full_unstemmed	Machine learning identifies scale-free properties in disordered materials
title_sort	machine learning identifies scale-free properties in disordered materials
publisher	Nature Portfolio
publishDate	2020
url	https://doaj.org/article/e0f5eff1660b4e30a8c655466ff74960
work_keys_str_mv	AT sunkyuyu machinelearningidentifiesscalefreepropertiesindisorderedmaterials AT xianjipiao machinelearningidentifiesscalefreepropertiesindisorderedmaterials AT namkyoopark machinelearningidentifiesscalefreepropertiesindisorderedmaterials
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Machine learning identifies scale-free properties in disordered materials

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