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Efficient Estimation of Nepali Word Representations in Vector Space

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dc.contributor.authorBhatta, Janardan
dc.contributor.authorShrestha, Dipesh
dc.contributor.authorNepal, Santosh
dc.contributor.authorPandey, Saurav
dc.contributor.authorKoirala, Shekhar
dc.date.accessioned2026-09-22T11:26:58Z
dc.date.issued2020-03-31
dc.descriptionJournal: Journal of Innovations in Engineering Education (JIEE), ISSN 2594-343X (print), 2773-823X (online) Volume/Issue: Vol. 3, Issue 1 (2020), pages 71-77 Article type: Research Article Published: 2020-03-31 DOI: https://doi.org/10.3126/jiee.v3i1.34327 Authors and affiliations: - Janardan Bhatta (Thapathali Campus, Institute of Engineering, Tribhuvan University, Kathmandu, Nepal) - Dipesh Shrestha (Thapathali Campus, Institute of Engineering, Tribhuvan University, Kathmandu, Nepal) - Santosh Nepal (Thapathali Campus, Institute of Engineering, Tribhuvan University, Kathmandu, Nepal) - Saurav Pandey (Thapathali Campus, Institute of Engineering, Tribhuvan University, Kathmandu, Nepal) - Shekhar Koirala (Thapathali Campus, Institute of Engineering, Tribhuvan University, Kathmandu, Nepal) TCIOE department(s): Department of Electronics and Computer Engineering Publisher: Thapathali Campus, Institute of Engineering, Tribhuvan University License: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0), https://creativecommons.org/licenses/by-nc-nd/4.0/ Journal website: https://journal.tcioe.edu.np/articles/2629156a-387a-42a7-85a0-8bf6525ede60 NepJOL: https://www.nepjol.info/index.php/jiee/article/view/34327
dc.description.abstractWord representation is a means of representing a word as mathematical entities that can be read, reasoned and manipulated by computational models. The representation is required for input to any new modern data models and in many cases, the accuracy of a model depends on it. In this paper, we analyze various methods of calculating vector space for Nepali words and postulate a word to vector model based on the Skip-gram model with NCE loss capturing syntactic and semantic word relationships. This is an attempt to implement a paper by Mikolov on Nepali words.
dc.format.extentpp. 71-77
dc.identifier.citationBhatta, J., Shrestha, D., Nepal, S., Pandey, S., & Koirala, S. (2020). Efficient Estimation of Nepali Word Representations in Vector Space. Journal of Innovations in Engineering Education, 3(1), 71-77. https://doi.org/10.3126/jiee.v3i1.34327
dc.identifier.doi10.3126/jiee.v3i1.34327
dc.identifier.issn2594-343X
dc.identifier.issn2773-823X
dc.identifier.urihttps://elibrary.tcioe.edu.np/handle/123456789/264
dc.language.isoen
dc.publisherThapathali Campus, Institute of Engineering, Tribhuvan University
dc.relation.ispartofseriesJournal of Innovations in Engineering Education;Vol. 3, Issue 1 (2020)
dc.relation.urihttps://doi.org/10.3126/jiee.v3i1.34327
dc.relation.urihttps://www.nepjol.info/index.php/jiee/article/view/34327
dc.relation.urihttps://journal.tcioe.edu.np/articles/2629156a-387a-42a7-85a0-8bf6525ede60
dc.rightsCopyright (c) 2020 JIEE and the authors. Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0).
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/
dc.sourceJournal of Innovations in Engineering Education, Vol. 3, Issue 1 (2020), pp. 71-77
dc.subjectCBOW
dc.subjectNCE loss
dc.subjectOne Hot Encoding
dc.subjectSkip-gram
dc.subjectTF-IDF
dc.subjectWord2Vec
dc.subjectJIEE
dc.subjectJournal of Innovations in Engineering Education
dc.subjectJIEE 2020
dc.subjectJIEE Volume 3
dc.subjectResearch Article
dc.subjectThapathali Campus
dc.subjectTCIOE
dc.subjectInstitute of Engineering
dc.subjectIOE
dc.subjectTribhuvan University
dc.subjectNepal
dc.subjectengineering research Nepal
dc.subjectpeer-reviewed journal article
dc.subjectopen access
dc.subjectDepartment of Electronics and Computer Engineering
dc.titleEfficient Estimation of Nepali Word Representations in Vector Space
dc.typeArticle

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