Automated test design (exam generator) with Modified ABC

版本 1.0.3 (37.9 KB) 作者: Muhammet AKTAS

The Artificial Bee Colony algorithm was further modified to develop a solution to the problem of test design (exam paper) generation.

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更新时间 2024/4/16

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In this application, four contributions are provided to overcome test design challenges forthe student assessment. First, a tool is developed to generate a synthetic questionpool. Second, an objective function is designed based on the considered attributes.Third, the popular swarm and evolutionary optimization methods, namely particle swarm optimization, genetic algorithm, artificial bee colony, differential search algorithm are comparatively studied with novel methodologies applied to them. Finally,as the state of the art methods, artificial bee colony, and differential search algorithm are further modified to improve the solution of the test design.

Note: QuestionPool.mat data set is included in the file.

This is the source codes of the paper : Aktaş, M., Yetgin, Z., Kılıç, F., & Sünbül, Ö. (2022). Automated test design using swarm and evolutionary intelligence algorithms. Expert Systems, 39(4), e12918. ,https://doi.org/10.1111/exsy.12918

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Aktaş, Muhammet, et al. “Automated Test Design Using Swarm and Evolutionary Intelligence Algorithms.” Expert Systems, vol. 39, no. 4, Wiley, Dec. 2021, doi:10.1111/exsy.12918.

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版本	已发布	发行说明
1.0.3	2024/4/16	Function	下载
1.0.2	2023/10/27	Dataset description	下载
1.0.1	2023/10/27	Add Images	下载
1.0.0	2023/10/27		下载

MLA	Aktaş, Muhammet, et al. “Automated Test Design Using Swarm and Evolutionary Intelligence Algorithms.” Expert Systems, vol. 39, no. 4, Wiley, Dec. 2021, doi:10.1111/exsy.12918.
APA	Aktaş, M., Yetgin, Z., Kılıç, F., & Sünbül, Ö. (2021). Automated test design using swarm and evolutionary intelligence algorithms. Expert Systems, 39(4). Wiley. Retrieved from https://doi.org/10.1111%2Fexsy.12918
BibTeX	@article{Akta__2021, doi = {10.1111/exsy.12918}, url = {https://doi.org/10.1111%2Fexsy.12918}, year = 2021, month = {dec}, publisher = {Wiley}, volume = {39}, number = {4}, author = {Muhammet Akta{\c{s}} and Zeki Yetgin and Fatih K{\i}l{\i}{\c{c}} and Önder Sünbül}, title = {Automated test design using swarm and evolutionary intelligence algorithms}, journal = {Expert Systems} }