CIDOC-CRM and Machine Learning: A Survey and Future Research

نویسندگان

چکیده

The CIDOC Conceptual Reference Model (CIDOC-CRM) is an ISO Standard ontology for the cultural domain that used enabling semantic interoperability between museums, libraries, archives and other institutions. For leveraging CIDOC-CRM, several processes tasks have to be carried out. It therefore important investigate what extent we can automate these in order facilitate interoperability. this reason, paper, describe related tasks, survey recent works apply machine learning (ML) techniques reducing costs CIDOC-CRM-based compliance In particular, (a) analyze main (b) identify where advances of ML (including Deep Learning) would beneficial, (c) cases has been applied (and results are successful/promising) (d) suggest benefit from applying ML. Finally, since approaches leverage both CIDOC-CRM data few number, (e) introduce our vision given topic, (f) provide a list open datasets potentially tasks.

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ژورنال

عنوان ژورنال: Heritage

سال: 2022

ISSN: ['2571-9408']

DOI: https://doi.org/10.3390/heritage5030084