Automated study plan generator using rule-based and knapsack problem

Undergraduate students are given the flexibility of arranging courses throughout their study duration especially when they are eligible for credit exemption for the courses taken during their diploma study. Issues arise when students arrange their studies manually. Improper course arrangement in the...

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Main Authors: Salahuddin, Lizawati, Hashim, Ummi Rabaah
Format: Article
Language:English
Published: Science and Information Organization 2022
Online Access:http://eprints.utem.edu.my/id/eprint/26163/2/Paper_47-Automated_Study_Plan_Generator.pdf
http://eprints.utem.edu.my/id/eprint/26163/
https://thesai.org/Publications/ViewPaper?Volume=13&Issue=8&Code=IJACSA&SerialNo=47
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spelling my.utem.eprints.261632023-02-20T12:52:39Z http://eprints.utem.edu.my/id/eprint/26163/ Automated study plan generator using rule-based and knapsack problem Salahuddin, Lizawati Hashim, Ummi Rabaah Salahuddin, Lizawati Undergraduate students are given the flexibility of arranging courses throughout their study duration especially when they are eligible for credit exemption for the courses taken during their diploma study. Issues arise when students arrange their studies manually. Improper course arrangement in the study plan may be resulting some of the selected courses do not correspond to the courses offered, and imbalance credit hours. Hence, this study aims to propose an algorithm to generate an automated and accurate study plan throughout the study duration. A combination of rule-based and knapsack problem were proposed to generate an automated study plan. A quantitative methodology through expert’s reviews and questionnaire survey was conducted to evaluate the accuracy of the proposed algorithm. The proposed algorithm shows high accuracy. In conclusion, the combination of rule-based and knapsack problem is appropriate to generate an automated and accurate study plan. The automated study plan generator can help students generate an effective study plan. Science and Information Organization 2022-08 Article PeerReviewed text en http://eprints.utem.edu.my/id/eprint/26163/2/Paper_47-Automated_Study_Plan_Generator.pdf Salahuddin, Lizawati and Hashim, Ummi Rabaah and Salahuddin, Lizawati (2022) Automated study plan generator using rule-based and knapsack problem. International Journal of Advanced Computer Science and Applications, 13 (8). pp. 394-403. ISSN 2158-107X https://thesai.org/Publications/ViewPaper?Volume=13&Issue=8&Code=IJACSA&SerialNo=47 10.14569/IJACSA.2022.0130847
institution Universiti Teknikal Malaysia Melaka
building UTEM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknikal Malaysia Melaka
content_source UTEM Institutional Repository
url_provider http://eprints.utem.edu.my/
language English
description Undergraduate students are given the flexibility of arranging courses throughout their study duration especially when they are eligible for credit exemption for the courses taken during their diploma study. Issues arise when students arrange their studies manually. Improper course arrangement in the study plan may be resulting some of the selected courses do not correspond to the courses offered, and imbalance credit hours. Hence, this study aims to propose an algorithm to generate an automated and accurate study plan throughout the study duration. A combination of rule-based and knapsack problem were proposed to generate an automated study plan. A quantitative methodology through expert’s reviews and questionnaire survey was conducted to evaluate the accuracy of the proposed algorithm. The proposed algorithm shows high accuracy. In conclusion, the combination of rule-based and knapsack problem is appropriate to generate an automated and accurate study plan. The automated study plan generator can help students generate an effective study plan.
format Article
author Salahuddin, Lizawati
Hashim, Ummi Rabaah
Salahuddin, Lizawati
spellingShingle Salahuddin, Lizawati
Hashim, Ummi Rabaah
Salahuddin, Lizawati
Automated study plan generator using rule-based and knapsack problem
author_facet Salahuddin, Lizawati
Hashim, Ummi Rabaah
Salahuddin, Lizawati
author_sort Salahuddin, Lizawati
title Automated study plan generator using rule-based and knapsack problem
title_short Automated study plan generator using rule-based and knapsack problem
title_full Automated study plan generator using rule-based and knapsack problem
title_fullStr Automated study plan generator using rule-based and knapsack problem
title_full_unstemmed Automated study plan generator using rule-based and knapsack problem
title_sort automated study plan generator using rule-based and knapsack problem
publisher Science and Information Organization
publishDate 2022
url http://eprints.utem.edu.my/id/eprint/26163/2/Paper_47-Automated_Study_Plan_Generator.pdf
http://eprints.utem.edu.my/id/eprint/26163/
https://thesai.org/Publications/ViewPaper?Volume=13&Issue=8&Code=IJACSA&SerialNo=47
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score 13.209306