Efficient Estimation of Nepali Word Representations in Vector Space
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Date
Authors
Bhatta, Janardan
Shrestha, Dipesh
Nepal, Santosh
Pandey, Saurav
Koirala, Shekhar
Journal Title
Journal ISSN
Volume Title
Publisher
Thapathali Campus, Institute of Engineering, Tribhuvan University
DOI
10.3126/jiee.v3i1.34327
Abstract
Word 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.
Description
Journal: 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
Keywords
CBOW , NCE loss , One Hot Encoding , Skip-gram , TF-IDF , Word2Vec , JIEE , Journal of Innovations in Engineering Education , JIEE 2020 , JIEE Volume 3 , Research Article , Thapathali Campus , TCIOE , Institute of Engineering , IOE , Tribhuvan University , Nepal , engineering research Nepal , peer-reviewed journal article , open access , Department of Electronics and Computer Engineering
Citation
Bhatta, 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