The Laplacian spectrum of language: Experiments with linguistic families from the Americas

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To what extent would statistical mechanics approaches help to represent languages from the Americas? Is it possible to extract useful information about the relationships between these languages? This work studies a graph-based approach to extract information from text corpora of languages of the Ame...

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Detalles Bibliográficos
Autor: Vera Zúñiga, Javier
Formato: artículo
Fecha de Publicación:2025
Institución:Pontificia Universidad Católica del Perú
Repositorio:PUCP-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.pucp.edu.pe:20.500.14657/205130
Enlace del recurso:http://hdl.handle.net/20.500.14657/205130
https://doi.org/10.1209/0295-5075/adb450
Nivel de acceso:acceso abierto
Materia:Lenguas indígenas--América Latina
Lingüística--Investigaciones
Lingüística--Métodos estadísticos
Lenguaje y lenguas--Estudio y enseñanza
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spelling Vera Zúñiga, JavierPontificia Universidad Católica del Perú. Departamento de Humanidades2025-11-19T15:37:31Z2025http://hdl.handle.net/20.500.14657/205130https://doi.org/10.1209/0295-5075/adb450To what extent would statistical mechanics approaches help to represent languages from the Americas? Is it possible to extract useful information about the relationships between these languages? This work studies a graph-based approach to extract information from text corpora of languages of the Americas. Each language is viewed as the set of eigenvalues obtained from the Laplacian matrix of co-occurrence graphs. The results suggest that our graph-based feature extraction technique is partly comparable to the knowledge contained in typological databases. We argue that our approach might propose a solution to the lack of textual resources for low-resource Languages.application/pdfengIOP PublishingUSurn:issn:1286-4854info:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by/4.0Europhysics Letters; (Vol. 150, No.2, 2025)reponame:PUCP-Institucionalinstname:Pontificia Universidad Católica del Perúinstacron:PUCPLenguas indígenas--América LatinaLingüística--InvestigacionesLingüística--Métodos estadísticosLenguaje y lenguas--Estudio y enseñanzahttps://purl.org/pe-repo/ocde/ford#2.04.01The Laplacian spectrum of language: Experiments with linguistic families from the Americasinfo:eu-repo/semantics/articleArtículoORIGINALpdf.pdfTexto completoapplication/pdf6950162https://repositorio.pucp.edu.pe/bitstreams/24cbb30e-7976-4c31-9e49-9dd046808f7f/download9031466465a26ff7096f6bd55b6af0c5MD51trueAnonymousREADTEXTpdf.pdf.txtpdf.pdf.txtExtracted texttext/plain34162https://repositorio.pucp.edu.pe/bitstreams/3fa85d7a-c240-465e-b55a-a490d98dafef/download6bc79d45777cc09406b45dfc10ad6921MD52falseAnonymousREADTHUMBNAILpdf.pdf.jpgpdf.pdf.jpgGenerated Thumbnailimage/jpeg9334https://repositorio.pucp.edu.pe/bitstreams/4db5d0ac-1853-4c60-9d73-8273fac2fdd0/download797132180a87ad4a0f2ec69275104b86MD53falseAnonymousREAD20.500.14657/205130oai:repositorio.pucp.edu.pe:20.500.14657/2051302025-11-19T16:00:35.222099Zhttp://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessopen.accesshttps://repositorio.pucp.edu.peRepositorio Institucional de la PUCPrepositorio@pucp.pe
dc.title.en_US.fl_str_mv The Laplacian spectrum of language: Experiments with linguistic families from the Americas
title The Laplacian spectrum of language: Experiments with linguistic families from the Americas
spellingShingle The Laplacian spectrum of language: Experiments with linguistic families from the Americas
Vera Zúñiga, Javier
Lenguas indígenas--América Latina
Lingüística--Investigaciones
Lingüística--Métodos estadísticos
Lenguaje y lenguas--Estudio y enseñanza
https://purl.org/pe-repo/ocde/ford#2.04.01
title_short The Laplacian spectrum of language: Experiments with linguistic families from the Americas
title_full The Laplacian spectrum of language: Experiments with linguistic families from the Americas
title_fullStr The Laplacian spectrum of language: Experiments with linguistic families from the Americas
title_full_unstemmed The Laplacian spectrum of language: Experiments with linguistic families from the Americas
title_sort The Laplacian spectrum of language: Experiments with linguistic families from the Americas
author Vera Zúñiga, Javier
author_facet Vera Zúñiga, Javier
author_role author
dc.contributor.affiliation.none.fl_str_mv Pontificia Universidad Católica del Perú. Departamento de Humanidades
dc.contributor.author.fl_str_mv Vera Zúñiga, Javier
dc.subject.es_ES.fl_str_mv Lenguas indígenas--América Latina
Lingüística--Investigaciones
Lingüística--Métodos estadísticos
Lenguaje y lenguas--Estudio y enseñanza
topic Lenguas indígenas--América Latina
Lingüística--Investigaciones
Lingüística--Métodos estadísticos
Lenguaje y lenguas--Estudio y enseñanza
https://purl.org/pe-repo/ocde/ford#2.04.01
dc.subject.ocde.none.fl_str_mv https://purl.org/pe-repo/ocde/ford#2.04.01
description To what extent would statistical mechanics approaches help to represent languages from the Americas? Is it possible to extract useful information about the relationships between these languages? This work studies a graph-based approach to extract information from text corpora of languages of the Americas. Each language is viewed as the set of eigenvalues obtained from the Laplacian matrix of co-occurrence graphs. The results suggest that our graph-based feature extraction technique is partly comparable to the knowledge contained in typological databases. We argue that our approach might propose a solution to the lack of textual resources for low-resource Languages.
publishDate 2025
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url http://hdl.handle.net/20.500.14657/205130
https://doi.org/10.1209/0295-5075/adb450
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