C-POS: A Context-Aware Adaptive Part-of-Speech Language Learning Framework

In the current age of technology, comprehension of the English language is very important. This is because that often innovation and discoveries are done by English speaking countries. And thus, it is considered as being the most important and widely used international language. Further, the need fo...

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Main Authors: Shazia Maqsood, Abdul Shahid, Fakhra Nazar, Muhammad Asif, Muhammad Ahmad, Manuel Mazzara
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8988250/
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spelling doaj-a10a1f8c46fb41d88b7561917b3370682021-03-30T01:26:05ZengIEEEIEEE Access2169-35362020-01-018307203073310.1109/ACCESS.2020.29725918988250C-POS: A Context-Aware Adaptive Part-of-Speech Language Learning FrameworkShazia Maqsood0https://orcid.org/0000-0003-2891-2688Abdul Shahid1https://orcid.org/0000-0002-6291-2641Fakhra Nazar2https://orcid.org/0000-0003-2449-3260Muhammad Asif3https://orcid.org/0000-0003-1839-2527Muhammad Ahmad4https://orcid.org/0000-0002-3320-2261Manuel Mazzara5https://orcid.org/0000-0002-3860-4948Institute of Computing, Kohat University of Science and Technology, Kohat, PakistanInstitute of Computing, Kohat University of Science and Technology, Kohat, PakistanDepartment of Computer Sciences and IT, University of Poonch, Rawalakot, PakistanDepartment of Computer Science, National Textile University, Faisalabad, PakistanDepartment of Computer Engineering, Khwaja Fareed University of Engineering and Information Technology, Rahim Yar Khan, PakistanInstitute of Software Development and Engineering, Innopolis University, Innopolis, RussiaIn the current age of technology, comprehension of the English language is very important. This is because that often innovation and discoveries are done by English speaking countries. And thus, it is considered as being the most important and widely used international language. Further, the need for learning an additional language has increased due to globalization in an unprecedented manner. Therefore, English is being taught as an additional language at various levels of education. In traditional classrooms of non-English speaking countries, students only learn English in their language classes whereas they have few opportunities to practice English outside the classroom. However, the specialized nature of mobile technologies has opened a new horizon for learners that make information available to people at any time, at any place, and in any form.The number of smartphone users is increasing every year and more than 4.78 billion smartphone users are in the world today.It can be understood that learning increases when the learning process is integrated with daily life routine activities. The context-awareness is one of the commonly used techniques that provide specialized content to different learners based on their context parameters. The word 'context' refers to any information that can be used to characterize the situation of a particular entity. The context parameter includes location, time, concentration level, Interest and learner's knowledge. Based on these context parameters, a Context-aware Part-Of-Speech (C-POS) learning system is designed, implemented and evaluated. Different experiments are conducted to evaluate the performance of learners' which is increased by 9%. The evaluation of results provides evidence that the C-POS learning system can be successfully adapted by the non-natives speakers to learn the English language effectively.https://ieeexplore.ieee.org/document/8988250/Traditional learningcontext-aware learninge-learningmobile technologiestechnology acceptance model
collection DOAJ
language English
format Article
sources DOAJ
author Shazia Maqsood
Abdul Shahid
Fakhra Nazar
Muhammad Asif
Muhammad Ahmad
Manuel Mazzara
spellingShingle Shazia Maqsood
Abdul Shahid
Fakhra Nazar
Muhammad Asif
Muhammad Ahmad
Manuel Mazzara
C-POS: A Context-Aware Adaptive Part-of-Speech Language Learning Framework
IEEE Access
Traditional learning
context-aware learning
e-learning
mobile technologies
technology acceptance model
author_facet Shazia Maqsood
Abdul Shahid
Fakhra Nazar
Muhammad Asif
Muhammad Ahmad
Manuel Mazzara
author_sort Shazia Maqsood
title C-POS: A Context-Aware Adaptive Part-of-Speech Language Learning Framework
title_short C-POS: A Context-Aware Adaptive Part-of-Speech Language Learning Framework
title_full C-POS: A Context-Aware Adaptive Part-of-Speech Language Learning Framework
title_fullStr C-POS: A Context-Aware Adaptive Part-of-Speech Language Learning Framework
title_full_unstemmed C-POS: A Context-Aware Adaptive Part-of-Speech Language Learning Framework
title_sort c-pos: a context-aware adaptive part-of-speech language learning framework
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description In the current age of technology, comprehension of the English language is very important. This is because that often innovation and discoveries are done by English speaking countries. And thus, it is considered as being the most important and widely used international language. Further, the need for learning an additional language has increased due to globalization in an unprecedented manner. Therefore, English is being taught as an additional language at various levels of education. In traditional classrooms of non-English speaking countries, students only learn English in their language classes whereas they have few opportunities to practice English outside the classroom. However, the specialized nature of mobile technologies has opened a new horizon for learners that make information available to people at any time, at any place, and in any form.The number of smartphone users is increasing every year and more than 4.78 billion smartphone users are in the world today.It can be understood that learning increases when the learning process is integrated with daily life routine activities. The context-awareness is one of the commonly used techniques that provide specialized content to different learners based on their context parameters. The word 'context' refers to any information that can be used to characterize the situation of a particular entity. The context parameter includes location, time, concentration level, Interest and learner's knowledge. Based on these context parameters, a Context-aware Part-Of-Speech (C-POS) learning system is designed, implemented and evaluated. Different experiments are conducted to evaluate the performance of learners' which is increased by 9%. The evaluation of results provides evidence that the C-POS learning system can be successfully adapted by the non-natives speakers to learn the English language effectively.
topic Traditional learning
context-aware learning
e-learning
mobile technologies
technology acceptance model
url https://ieeexplore.ieee.org/document/8988250/
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