Pashto language stemming algorithm

This paper presents a stemming algorithm for morphological analysis for less popular or minor language like Pashto language. There is lack of resources and tools that can be applied in different applications such as in document indexing, clustering, language processing, text analysis, database sea...

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Main Authors: Aslamzai, Sebghatullah, Saidah Saad
Format: Article
Language:English
Published: Penerbit Universiti Kebangsaan Malaysia 2015
Online Access:http://journalarticle.ukm.my/8852/1/7048-23719-1-PB.pdf
http://journalarticle.ukm.my/8852/
http://ejournal.ukm.my/apjitm/issue/view/609
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Institution: Universiti Kebangsaan Malaysia
Language: English
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spelling my-ukm.journal.88522016-12-14T06:48:14Z http://journalarticle.ukm.my/8852/ Pashto language stemming algorithm Aslamzai, Sebghatullah Saidah Saad, This paper presents a stemming algorithm for morphological analysis for less popular or minor language like Pashto language. There is lack of resources and tools that can be applied in different applications such as in document indexing, clustering, language processing, text analysis, database search systems, information retrieval, and linguistic applications. The review of literature shows that only a few morphological studies have been conducted in the Pashto language, and research which focused on automatic stemming has not yet been fully analysed. In addition, no stemming algorithm has been proposed for extracting Pashto root words from the Pashto corpus, which is applicable for the above mentioned functions. Therefore, the objective of the current thesis is to develop a rule-based stemming algorithm for the Pashto language. The Pashto corpus is directly used as the input and the stemming algorithm uses both inflectional and derivational morphemes. The output is in the form of meaningful root word without affixes. Furthermore, the accuracy and strength of the proposed algorithm is evaluated using word count method. To validate the function of the developed algorithm, two native speakers of Pashto were recruited to evaluate the algorithm in terms of its accuracy and strength. The result of the study shows that the proposed algorithm has the accuracy of 87%. This study can have a great contribution to Pashto language in terms of extracting the root words useful for different purposes including data indexing, information retrieval, linguistic application, etc. This research also lays the ground for further studies on Pashto language analysis. Penerbit Universiti Kebangsaan Malaysia 2015-06 Article PeerReviewed application/pdf en http://journalarticle.ukm.my/8852/1/7048-23719-1-PB.pdf Aslamzai, Sebghatullah and Saidah Saad, (2015) Pashto language stemming algorithm. Asia-Pacific Journal of Information Technology and Multimedia, 4 (1). pp. 25-37. ISSN 2289-2192 http://ejournal.ukm.my/apjitm/issue/view/609
institution Universiti Kebangsaan Malaysia
building Perpustakaan Tun Sri Lanang Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Kebangsaan Malaysia
content_source UKM Journal Article Repository
url_provider http://journalarticle.ukm.my/
language English
description This paper presents a stemming algorithm for morphological analysis for less popular or minor language like Pashto language. There is lack of resources and tools that can be applied in different applications such as in document indexing, clustering, language processing, text analysis, database search systems, information retrieval, and linguistic applications. The review of literature shows that only a few morphological studies have been conducted in the Pashto language, and research which focused on automatic stemming has not yet been fully analysed. In addition, no stemming algorithm has been proposed for extracting Pashto root words from the Pashto corpus, which is applicable for the above mentioned functions. Therefore, the objective of the current thesis is to develop a rule-based stemming algorithm for the Pashto language. The Pashto corpus is directly used as the input and the stemming algorithm uses both inflectional and derivational morphemes. The output is in the form of meaningful root word without affixes. Furthermore, the accuracy and strength of the proposed algorithm is evaluated using word count method. To validate the function of the developed algorithm, two native speakers of Pashto were recruited to evaluate the algorithm in terms of its accuracy and strength. The result of the study shows that the proposed algorithm has the accuracy of 87%. This study can have a great contribution to Pashto language in terms of extracting the root words useful for different purposes including data indexing, information retrieval, linguistic application, etc. This research also lays the ground for further studies on Pashto language analysis.
format Article
author Aslamzai, Sebghatullah
Saidah Saad,
spellingShingle Aslamzai, Sebghatullah
Saidah Saad,
Pashto language stemming algorithm
author_facet Aslamzai, Sebghatullah
Saidah Saad,
author_sort Aslamzai, Sebghatullah
title Pashto language stemming algorithm
title_short Pashto language stemming algorithm
title_full Pashto language stemming algorithm
title_fullStr Pashto language stemming algorithm
title_full_unstemmed Pashto language stemming algorithm
title_sort pashto language stemming algorithm
publisher Penerbit Universiti Kebangsaan Malaysia
publishDate 2015
url http://journalarticle.ukm.my/8852/1/7048-23719-1-PB.pdf
http://journalarticle.ukm.my/8852/
http://ejournal.ukm.my/apjitm/issue/view/609
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