Knowledge graph-based metaphor representation for literature understanding
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Peng, Ciyuan | - |
dc.contributor.author | Dang Thinh Vu | - |
dc.contributor.author | Jung, Jason J. | - |
dc.date.accessioned | 2022-02-11T07:40:19Z | - |
dc.date.available | 2022-02-11T07:40:19Z | - |
dc.date.issued | 2021-09 | - |
dc.identifier.issn | 2055-7671 | - |
dc.identifier.issn | 2055-768X | - |
dc.identifier.uri | https://scholarworks.bwise.kr/cau/handle/2019.sw.cau/55012 | - |
dc.description.abstract | Metaphor understanding is one of the most important and challenging tasks in language processing. In this study, we propose a knowledge graph-based metaphor embedding for understanding metaphor relations between words in literature. We consider that there is a metaphor relation between two objects involved in metaphorical rhetoric (e.g. in the metaphor 'Time is money', 'time', and 'money' have a metaphor relation). We first propose extracting metaphor relations between words based on part of speech (POS) tagging, then a knowledge graph-based metaphor representation method is presented. The proposed approach enables (i) metaphor interpretation in literature based on the proposal of extracting metaphor relations and (ii) representation of metaphor based on metaphor graph that consists of the nodes of words and the edges of their metaphor relations. Finally, we apply our metaphor embedding to Shakespeare's sonnets for evaluating the performance of it. Experimental results of predicting metaphor relations and classifying metaphorical triples prove that our approach achieves creative results. Besides, the literary significance of our approach can be embodied by the analysis of metaphors in Shakespeare's sonnets. | - |
dc.format.extent | 14 | - |
dc.language | 영어 | - |
dc.language.iso | ENG | - |
dc.publisher | OXFORD UNIV PRESS | - |
dc.title | Knowledge graph-based metaphor representation for literature understanding | - |
dc.type | Article | - |
dc.identifier.doi | 10.1093/llc/fqaa072 | - |
dc.identifier.bibliographicCitation | DIGITAL SCHOLARSHIP IN THE HUMANITIES, v.36, no.3, pp 698 - 711 | - |
dc.description.isOpenAccess | N | - |
dc.identifier.wosid | 000743529700011 | - |
dc.identifier.scopusid | 2-s2.0-85133477753 | - |
dc.citation.endPage | 711 | - |
dc.citation.number | 3 | - |
dc.citation.startPage | 698 | - |
dc.citation.title | DIGITAL SCHOLARSHIP IN THE HUMANITIES | - |
dc.citation.volume | 36 | - |
dc.type.docType | Article | - |
dc.publisher.location | 영국 | - |
dc.subject.keywordPlus | SYSTEMS | - |
dc.relation.journalResearchArea | Arts & Humanities - Other Topics | - |
dc.relation.journalResearchArea | Linguistics | - |
dc.relation.journalWebOfScienceCategory | Humanities, Multidisciplinary | - |
dc.relation.journalWebOfScienceCategory | Linguistics | - |
dc.description.journalRegisteredClass | ssci | - |
dc.description.journalRegisteredClass | ahci | - |
dc.description.journalRegisteredClass | scopus | - |
Items in ScholarWorks are protected by copyright, with all rights reserved, unless otherwise indicated.
84, Heukseok-ro, Dongjak-gu, Seoul, Republic of Korea (06974)02-820-6194
COPYRIGHT 2019 Chung-Ang University All Rights Reserved.
Certain data included herein are derived from the © Web of Science of Clarivate Analytics. All rights reserved.
You may not copy or re-distribute this material in whole or in part without the prior written consent of Clarivate Analytics.