A Deep Level Tagger for Malayalam, a Morphologically Rich Language

In recent years, there has been tremendous growth in the amount of natural language text through various sources. Computational analysis of this text has got considerable attention among the NLP researchers. Automatic analysis and representation of natural language text is a step by step procedure....

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Autores principales: Ajees A. P., Abrar K. J., Sumam Mary Idicula, Sreenathan M.
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Lenguaje:EN
Publicado: De Gruyter 2020
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Acceso en línea:https://doaj.org/article/f61e744ccf2e40b39a6d767b95fb0e60
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spelling oai:doaj.org-article:f61e744ccf2e40b39a6d767b95fb0e602021-12-05T14:10:51ZA Deep Level Tagger for Malayalam, a Morphologically Rich Language2191-026X10.1515/jisys-2019-0070https://doaj.org/article/f61e744ccf2e40b39a6d767b95fb0e602020-07-01T00:00:00Zhttps://doi.org/10.1515/jisys-2019-0070https://doaj.org/toc/2191-026XIn recent years, there has been tremendous growth in the amount of natural language text through various sources. Computational analysis of this text has got considerable attention among the NLP researchers. Automatic analysis and representation of natural language text is a step by step procedure. Deep level tagging is one of such steps applied over the text. In this paper, we demonstrate a methodology for deep level tagging of Malayalam text. Deep level tagging is the process of assigning deeper level information to every noun and verb in the text along with normal POS tags. In this study, we move towards a direction that is not much explored in the case of Malayalam language. Malayalam is a morphologically rich and agglutinative language. The morphological features of the language are effectively utilized for the computational analysis of Malayalam text. The language level details required for the study are provided by Thunjath Ezhuthachan Malayalam University, Tirur.Ajees A. P.Abrar K. J.Sumam Mary IdiculaSreenathan M.De Gruyterarticlemalayalamnatural language processingword embeddingsupport vector machinemulti-layer perceptrondeep level tagger68t50ScienceQElectronic computers. Computer scienceQA75.5-76.95ENJournal of Intelligent Systems, Vol 30, Iss 1, Pp 115-129 (2020)
institution DOAJ
collection DOAJ
language EN
topic malayalam
natural language processing
word embedding
support vector machine
multi-layer perceptron
deep level tagger
68t50
Science
Q
Electronic computers. Computer science
QA75.5-76.95
spellingShingle malayalam
natural language processing
word embedding
support vector machine
multi-layer perceptron
deep level tagger
68t50
Science
Q
Electronic computers. Computer science
QA75.5-76.95
Ajees A. P.
Abrar K. J.
Sumam Mary Idicula
Sreenathan M.
A Deep Level Tagger for Malayalam, a Morphologically Rich Language
description In recent years, there has been tremendous growth in the amount of natural language text through various sources. Computational analysis of this text has got considerable attention among the NLP researchers. Automatic analysis and representation of natural language text is a step by step procedure. Deep level tagging is one of such steps applied over the text. In this paper, we demonstrate a methodology for deep level tagging of Malayalam text. Deep level tagging is the process of assigning deeper level information to every noun and verb in the text along with normal POS tags. In this study, we move towards a direction that is not much explored in the case of Malayalam language. Malayalam is a morphologically rich and agglutinative language. The morphological features of the language are effectively utilized for the computational analysis of Malayalam text. The language level details required for the study are provided by Thunjath Ezhuthachan Malayalam University, Tirur.
format article
author Ajees A. P.
Abrar K. J.
Sumam Mary Idicula
Sreenathan M.
author_facet Ajees A. P.
Abrar K. J.
Sumam Mary Idicula
Sreenathan M.
author_sort Ajees A. P.
title A Deep Level Tagger for Malayalam, a Morphologically Rich Language
title_short A Deep Level Tagger for Malayalam, a Morphologically Rich Language
title_full A Deep Level Tagger for Malayalam, a Morphologically Rich Language
title_fullStr A Deep Level Tagger for Malayalam, a Morphologically Rich Language
title_full_unstemmed A Deep Level Tagger for Malayalam, a Morphologically Rich Language
title_sort deep level tagger for malayalam, a morphologically rich language
publisher De Gruyter
publishDate 2020
url https://doaj.org/article/f61e744ccf2e40b39a6d767b95fb0e60
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