Exam seat allocation has become a complex problem, with an increasing number of students, subjects, exams, departments, and rooms in higher education institutions. The requirements and constraints of this problem demonstrate characteristics similar to extensively researched exam timetabling problems. They plan for a limited capacity effectively and efficiently. Additionally, exam seating requires a seating arrangement to reduce the number of cheating incidents. In the literature, several genetic algorithm-based methods have been recommended to prevent students, who are close friends, from sitting close during the exams while providing the best exam session arrangement. We improved the performance of the genetic algorithm using parameter optimization and a new elitism method to increase the saturation rate and accuracy. The algorithm was tested on a real-world dataset and demonstrated high potential for the realization of a high-quality seating arrangement compatible with the requirements of educational institutions.
Data science applications in education, genetic algorithm, multi-parameter optimization
Birincil Dil | İngilizce |
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Konular | Mühendislik |
Bölüm | Research Articles |
Yazarlar |
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Teşekkür | Mardin Artuklu Üniversitesine araştırmada veri sağladığı için teşekkür ederiz. |
Erken Görünüm Tarihi | 11 Ekim 2022 |
Yayımlanma Tarihi | 31 Aralık 2022 |
Yayınlandığı Sayı | Yıl 2022Cilt: 6 Sayı: 2 |
Bibtex | @araştırma makalesi { jise1006070, journal = {Journal of Innovative Science and Engineering}, eissn = {2602-4217}, address = {ursa Technical University, Mimar Sinan Campus, Mimar Sinan Mah. Mimar Sinan Blv. Eflak Cad. No:177 16310 Yıldırım, Bursa / Turkey}, publisher = {Bursa Teknik Üniversitesi}, year = {2022}, volume = {6}, number = {2}, pages = {220 - 232}, doi = {10.38088/jise.1006070}, title = {Performance Improvement of Genetic Algorithm Based Exam Seating Solution by Parameter Optimization}, key = {cite}, author = {Ağalday, Fatih and Nizam, Ali} } |
APA | Ağalday, F. & Nizam, A. (2022). Performance Improvement of Genetic Algorithm Based Exam Seating Solution by Parameter Optimization . Journal of Innovative Science and Engineering , 6 (2) , 220-232 . DOI: 10.38088/jise.1006070 |
MLA | Ağalday, F. , Nizam, A. "Performance Improvement of Genetic Algorithm Based Exam Seating Solution by Parameter Optimization" . Journal of Innovative Science and Engineering 6 (2022 ): 220-232 <http://jise.btu.edu.tr/tr/pub/issue/72956/1006070> |
Chicago | Ağalday, F. , Nizam, A. "Performance Improvement of Genetic Algorithm Based Exam Seating Solution by Parameter Optimization". Journal of Innovative Science and Engineering 6 (2022 ): 220-232 |
RIS | TY - JOUR T1 - Performance Improvement of Genetic Algorithm Based Exam Seating Solution by Parameter Optimization AU - FatihAğalday, AliNizam Y1 - 2022 PY - 2022 N1 - doi: 10.38088/jise.1006070 DO - 10.38088/jise.1006070 T2 - Journal of Innovative Science and Engineering JF - Journal JO - JOR SP - 220 EP - 232 VL - 6 IS - 2 SN - -2602-4217 M3 - doi: 10.38088/jise.1006070 UR - https://doi.org/10.38088/jise.1006070 Y2 - 2022 ER - |
EndNote | %0 Journal of Innovative Science and Engineering Performance Improvement of Genetic Algorithm Based Exam Seating Solution by Parameter Optimization %A Fatih Ağalday , Ali Nizam %T Performance Improvement of Genetic Algorithm Based Exam Seating Solution by Parameter Optimization %D 2022 %J Journal of Innovative Science and Engineering %P -2602-4217 %V 6 %N 2 %R doi: 10.38088/jise.1006070 %U 10.38088/jise.1006070 |
ISNAD | Ağalday, Fatih , Nizam, Ali . "Performance Improvement of Genetic Algorithm Based Exam Seating Solution by Parameter Optimization". Journal of Innovative Science and Engineering 6 / 2 (Aralık 2022): 220-232 . https://doi.org/10.38088/jise.1006070 |
AMA | Ağalday F. , Nizam A. Performance Improvement of Genetic Algorithm Based Exam Seating Solution by Parameter Optimization. JISE. 2022; 6(2): 220-232. |
Vancouver | Ağalday F. , Nizam A. Performance Improvement of Genetic Algorithm Based Exam Seating Solution by Parameter Optimization. Journal of Innovative Science and Engineering. 2022; 6(2): 220-232. |
IEEE | F. Ağalday ve A. Nizam , "Performance Improvement of Genetic Algorithm Based Exam Seating Solution by Parameter Optimization", Journal of Innovative Science and Engineering, c. 6, sayı. 2, ss. 220-232, Ara. 2022, doi:10.38088/jise.1006070 |
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