The Laplacian spectrum of language: Experiments with linguistic families from the Americas
Descripción del Articulo
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...
| Autor: | |
|---|---|
| Formato: | artículo |
| Fecha de Publicación: | 2025 |
| Institución: | Pontificia Universidad Católica del Perú |
| Repositorio: | PUCP-Institucional |
| Lenguaje: | inglés |
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| 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 https://purl.org/pe-repo/ocde/ford#2.04.01 |
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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. |
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2025 |
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2025-11-19T15:37:31Z |
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2025 |
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info:eu-repo/semantics/article |
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Artículo |
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article |
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http://hdl.handle.net/20.500.14657/205130 |
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https://doi.org/10.1209/0295-5075/adb450 |
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http://hdl.handle.net/20.500.14657/205130 https://doi.org/10.1209/0295-5075/adb450 |
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eng |
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openAccess |
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application/pdf |
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IOP Publishing |
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US |
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Europhysics Letters; (Vol. 150, No.2, 2025) |
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La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).