{"?xml":{"@version":"1.0"},"edm:RDF":{"@xmlns:dc":"http://purl.org/dc/elements/1.1/","@xmlns:edm":"http://www.europeana.eu/schemas/edm/","@xmlns:wgs84_pos":"http://www.w3.org/2003/01/geo/wgs84_pos","@xmlns:foaf":"http://xmlns.com/foaf/0.1/","@xmlns:rdaGr2":"http://rdvocab.info/ElementsGr2","@xmlns:oai":"http://www.openarchives.org/OAI/2.0/","@xmlns:owl":"http://www.w3.org/2002/07/owl#","@xmlns:rdf":"http://www.w3.org/1999/02/22-rdf-syntax-ns#","@xmlns:ore":"http://www.openarchives.org/ore/terms/","@xmlns:skos":"http://www.w3.org/2004/02/skos/core#","@xmlns:dcterms":"http://purl.org/dc/terms/","edm:WebResource":[{"@rdf:about":"http://www.dlib.si/stream/URN:NBN:SI:doc-VJVLGXUQ/e7d647d2-8851-48bc-836b-fb291243fd6c/PDF","dcterms:extent":"6546 KB"},{"@rdf:about":"http://www.dlib.si/stream/URN:NBN:SI:doc-VJVLGXUQ/2e6302ce-8340-4f6e-8447-6cc974924463/TEXT","dcterms:extent":"49 KB"}],"edm:TimeSpan":{"@rdf:about":"2019-2025","edm:begin":{"@xml:lang":"en","#text":"2019"},"edm:end":{"@xml:lang":"en","#text":"2025"}},"edm:ProvidedCHO":{"@rdf:about":"URN:NBN:SI:doc-VJVLGXUQ","dcterms:isPartOf":[{"@rdf:resource":"https://www.dlib.si/details/URN:NBN:SI:spr-3FUBYUNR"},{"@xml:lang":"sl","#text":"Atlanti +"}],"dcterms:issued":"2025","dc:creator":"Sabadin, Ivančica","dc:format":[{"@xml:lang":"sl","#text":"številka:1"},{"@xml:lang":"sl","#text":"letnik:35"},{"@xml:lang":"sl","#text":"Str. 45-69"}],"dc:identifier":["COBISSID_HOST:250077443","ISSN:2670-4560","URN:URN:NBN:SI:doc-VJVLGXUQ"],"dc:language":"en","dc:publisher":[{"@xml:lang":"sl","#text":"Alma Mater Europaea - European Center Maribor"},{"@xml:lang":"sl","#text":"International Institute for Archival Science"}],"dc:subject":[{"@xml:lang":"en","#text":"archival description"},{"@xml:lang":"sl","#text":"arhivski opis"},{"@xml:lang":"sl","#text":"KNIME"},{"@xml:lang":"en","#text":"machine learning"},{"@xml:lang":"sl","#text":"RiC-O ontologija"},{"@xml:lang":"en","#text":"RiC-O ontology"},{"@xml:lang":"en","#text":"semantical enrichment"},{"@xml:lang":"sl","#text":"semantična obogatitev"},{"@xml:lang":"sl","#text":"strojno učenje"}],"dcterms:temporal":{"@rdf:resource":"2019-2025"},"dc:title":{"@xml:lang":"sl","#text":"Transforming archival description into semantically enriched form using machine learning|"},"dc:description":{"@xml:lang":"sl","#text":"Purpose: The purpose of this paper is to determine if it is possible to transform the archival description in the relational database into an ontology with a ma-chine learning algorithm. Method/approach: The research will be based on the CRISP-ML(Q) method. The following steps will be carried out: Business and data understanding; Data preparation; Modelling and Evaluation.Results: After the transformation of the archival description, the Random Forest classification was used to predict the predicate in the semantic triplets. The re-sults obtained were: precision: 86.1% and accuracy: 96.5%.Conclusions / findings: Based on the results, we can conclude that the hypoth-esis was confirmed and that the machine learning algorithms are suitable for transforming the archival description in a structured form into an ontology"},"edm:type":"TEXT","dc:type":[{"@xml:lang":"sl","#text":"znanstveno časopisje"},{"@xml:lang":"en","#text":"journals"},{"@rdf:resource":"http://www.wikidata.org/entity/Q361785"}]},"ore:Aggregation":{"@rdf:about":"http://www.dlib.si/?URN=URN:NBN:SI:doc-VJVLGXUQ","edm:aggregatedCHO":{"@rdf:resource":"URN:NBN:SI:doc-VJVLGXUQ"},"edm:isShownBy":{"@rdf:resource":"http://www.dlib.si/stream/URN:NBN:SI:doc-VJVLGXUQ/e7d647d2-8851-48bc-836b-fb291243fd6c/PDF"},"edm:rights":{"@rdf:resource":"http://rightsstatements.org/vocab/InC/1.0/"},"edm:provider":"Slovenian National E-content Aggregator","edm:intermediateProvider":{"@xml:lang":"en","#text":"National and University Library of Slovenia"},"edm:dataProvider":{"@xml:lang":"sl","#text":"Mednarodni inštitut arhivskih znanosti Trst-Maribor "},"edm:object":{"@rdf:resource":"http://www.dlib.si/streamdb/URN:NBN:SI:doc-VJVLGXUQ/maxi/edm"},"edm:isShownAt":{"@rdf:resource":"http://www.dlib.si/details/URN:NBN:SI:doc-VJVLGXUQ"}}}}