Journal article Open Access
Yanniek van der Schans; David Ruhe; Wido van Peursen; Sandjai Bhulai
<?xml version='1.0' encoding='utf-8'?> <rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:adms="http://www.w3.org/ns/adms#" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:dct="http://purl.org/dc/terms/" xmlns:dctype="http://purl.org/dc/dcmitype/" xmlns:dcat="http://www.w3.org/ns/dcat#" xmlns:duv="http://www.w3.org/ns/duv#" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:frapo="http://purl.org/cerif/frapo/" xmlns:geo="http://www.w3.org/2003/01/geo/wgs84_pos#" xmlns:gsp="http://www.opengis.net/ont/geosparql#" xmlns:locn="http://www.w3.org/ns/locn#" xmlns:org="http://www.w3.org/ns/org#" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:prov="http://www.w3.org/ns/prov#" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns:schema="http://schema.org/" xmlns:skos="http://www.w3.org/2004/02/skos/core#" xmlns:vcard="http://www.w3.org/2006/vcard/ns#" xmlns:wdrs="http://www.w3.org/2007/05/powder-s#"> <rdf:Description rdf:about="https://doi.org/10.5281/zenodo.4003509"> <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://doi.org/10.5281/zenodo.4003509</dct:identifier> <foaf:page rdf:resource="https://doi.org/10.5281/zenodo.4003509"/> <dct:creator> <rdf:Description> <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/> <foaf:name>Yanniek van der Schans</foaf:name> <org:memberOf> <foaf:Organization> <foaf:name>Vrije Universiteit Amsterdam</foaf:name> </foaf:Organization> </org:memberOf> </rdf:Description> </dct:creator> <dct:creator> <rdf:Description> <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/> <foaf:name>David Ruhe</foaf:name> <org:memberOf> <foaf:Organization> <foaf:name>Vrije Universiteit Amsterdam</foaf:name> </foaf:Organization> </org:memberOf> </rdf:Description> </dct:creator> <dct:creator> <rdf:Description> <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/> <foaf:name>Wido van Peursen</foaf:name> <org:memberOf> <foaf:Organization> <foaf:name>Vrije Universiteit Amsterdam</foaf:name> </foaf:Organization> </org:memberOf> </rdf:Description> </dct:creator> <dct:creator> <rdf:Description> <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/> <foaf:name>Sandjai Bhulai</foaf:name> <org:memberOf> <foaf:Organization> <foaf:name>Vrije Universiteit Amsterdam</foaf:name> </foaf:Organization> </org:memberOf> </rdf:Description> </dct:creator> <dct:title>Clustering Biblical Texts Using Recurrent Neural Networks</dct:title> <dct:publisher> <foaf:Agent> <foaf:name>Zenodo</foaf:name> </foaf:Agent> </dct:publisher> <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#gYear">2020</dct:issued> <dcat:keyword>Recurrent Neural Networks</dcat:keyword> <dcat:keyword>Biblical Hebrew</dcat:keyword> <dcat:keyword>Diachronic Liguistics</dcat:keyword> <dcat:keyword>Computational Semantics</dcat:keyword> <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#date">2020-08-27</dct:issued> <owl:sameAs rdf:resource="https://zenodo.org/record/4003509"/> <adms:identifier> <adms:Identifier> <skos:notation rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://zenodo.org/record/4003509</skos:notation> <adms:schemeAgency>url</adms:schemeAgency> </adms:Identifier> </adms:identifier> <dct:isVersionOf rdf:resource="https://doi.org/10.5281/zenodo.4003508"/> <dct:isPartOf rdf:resource="https://zenodo.org/communities/niaaproceedings1819"/> <dct:description><p>This study examines linguistic variation within Biblical Hebrew<br> by using Recurrent Neural Networks (RNNs) to detect differences<br> and cluster the Old Testament books accordingly. Various linguistic<br> features are analysed that are traditionally considered to be of importance in analysing linguistic variation. The traditional division<br> of books as either Early Biblical Hebrew or Late Biblical Hebrew is<br> hereby put to the test. Results show that RNNs are a fitting method<br> for analysing the (morpho)syntax of a language. The model works<br> well on both separate features, as well as all the features combined.<br> On the basis of the results the RNNs provide, we propose that<br> the diachronic approach to Biblical Hebrew is indeed plausible.<br> The clusters generally hint to the scholarly division made in the<br> diachronic approach to linguistic variation<br> &nbsp;</p></dct:description> <dct:accessRights rdf:resource="http://publications.europa.eu/resource/authority/access-right/PUBLIC"/> <dct:accessRights> <dct:RightsStatement rdf:about="info:eu-repo/semantics/openAccess"> <rdfs:label>Open Access</rdfs:label> </dct:RightsStatement> </dct:accessRights> <dct:license rdf:resource="https://creativecommons.org/licenses/by/4.0/legalcode"/> <dcat:distribution> <dcat:Distribution> <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.4003509"/> <dcat:byteSize>2872912</dcat:byteSize> <dcat:downloadURL rdf:resource="https://zenodo.org/record/4003509/files/Yanniek_David_FINAL.pdf"/> <dcat:mediaType>application/pdf</dcat:mediaType> </dcat:Distribution> </dcat:distribution> </rdf:Description> </rdf:RDF>
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