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Named Entity Recognition using Ensemble Learning

    Authors

    • Ramachandran R
    • Arutchelvan K
    • Senthamizh Selvan

    Assistant Professor, Department of Computer and Information Science, Annamalai University, TamilNadu, India.

,

Document Type : Research Article

10.47392/irjash.2020.63
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Abstract

Upgrading Industry 4.0 to 5.0 provides numerous research opportunities for the industrialists and researchers. This industrial revolution cross the peak of automation in the life science domain. In this digitalized world, big data plays a key role to provide the valuable insights by using various analytical methods. In life science, available of huge textual data contains wide spread of valuable information. To extract the hidden information from the big data, natural language processing plays a major and significant role. In NLP, named entity recognition is one of the key factor and biggest challenge for the research community. This paper presents the high level architecture of NER using ensemble learning method. The EL model contains a dictionary based entity identifier and a self-learning classifier. Proposed model outperformed well and produced high accuracy.

Keywords

  • Natural Language Processing
  • Named Entity Recognition
  • Conditional Random Field
  • Lexicon Based Approach
  • Ensemble Learning
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International Research Journal on Advanced Science Hub
Volume 2, Issue 7
July 2020
Page 44-48
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  • PDF 458.95 K
History
  • Receive Date: 04 July 2020
  • Revise Date: 18 July 2020
  • Accept Date: 20 July 2020
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  • Article View: 387
  • PDF Download: 277

APA

R, R. , K, A. and Selvan, S. (2020). Named Entity Recognition using Ensemble Learning. International Research Journal on Advanced Science Hub, 2(7), 44-48. doi: 10.47392/irjash.2020.63

MLA

R, R. , , K, A. , and Selvan, S. . "Named Entity Recognition using Ensemble Learning", International Research Journal on Advanced Science Hub, 2, 7, 2020, 44-48. doi: 10.47392/irjash.2020.63

HARVARD

R, R., K, A., Selvan, S. (2020). 'Named Entity Recognition using Ensemble Learning', International Research Journal on Advanced Science Hub, 2(7), pp. 44-48. doi: 10.47392/irjash.2020.63

CHICAGO

R. R , A. K and S. Selvan, "Named Entity Recognition using Ensemble Learning," International Research Journal on Advanced Science Hub, 2 7 (2020): 44-48, doi: 10.47392/irjash.2020.63

VANCOUVER

R, R., K, A., Selvan, S. Named Entity Recognition using Ensemble Learning. International Research Journal on Advanced Science Hub, 2020; 2(7): 44-48. doi: 10.47392/irjash.2020.63

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