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Model-independent quantum phases classifier

Machine learning has transformed science and technology. In this article, we present a model-independent classifier that uses the k-Nearest Neighbors algorithm to classify phases of a model for which it has never been trained. This is done by studying three different spin-1 chains with some common p...

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Detalles Bibliográficos
Autores principales: Mahlow, F., Luiz, F. S., Malvezzi, A. L., Fanchini, F. F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10475057/
https://www.ncbi.nlm.nih.gov/pubmed/37660190
http://dx.doi.org/10.1038/s41598-023-33301-0