Student achievement prediction and auxiliary improvement method based on fuzzy decision support system
Abstract This paper proposes a student achievement prediction model based on fuzzy decision support system (FDSS), which uses multi-dimensional data to accurately predict student achievement. A prediction model including students’ historical achievement, learning behavior and class participation is...
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| Format: | Article |
| Language: | English |
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Springer
2025-05-01
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| Series: | Discover Artificial Intelligence |
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| Online Access: | https://doi.org/10.1007/s44163-025-00308-7 |
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| _version_ | 1850125488799875072 |
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| author | Xiaoqian Li |
| author_facet | Xiaoqian Li |
| author_sort | Xiaoqian Li |
| collection | DOAJ |
| description | Abstract This paper proposes a student achievement prediction model based on fuzzy decision support system (FDSS), which uses multi-dimensional data to accurately predict student achievement. A prediction model including students’ historical achievement, learning behavior and class participation is constructed, and fuzzy reasoning mechanism is used to deal with the uncertainty and fuzziness of data. Experimental results show that the FDSS model has high prediction accuracy on multiple data sets, and the error range is controlled at a reasonable level. Compared with traditional machine learning methods, FDSS model has advantages in prediction accuracy and generalization ability. This paper also discusses the application effect of the model in different subjects, grades and regions of the student data, and puts forward the model optimization and improvement strategies. Fuzzy decision support system provides an effective solution for student achievement prediction in the field of education, and provides scientific decision support and personalized guidance for education decision-makers and teachers. |
| format | Article |
| id | doaj-art-66410e9824894b2b856b3741606da157 |
| institution | OA Journals |
| issn | 2731-0809 |
| language | English |
| publishDate | 2025-05-01 |
| publisher | Springer |
| record_format | Article |
| series | Discover Artificial Intelligence |
| spelling | doaj-art-66410e9824894b2b856b3741606da1572025-08-20T02:34:07ZengSpringerDiscover Artificial Intelligence2731-08092025-05-015111210.1007/s44163-025-00308-7Student achievement prediction and auxiliary improvement method based on fuzzy decision support systemXiaoqian Li0Institute of Education-Industry Synergy for Talent Development, University of SanyaAbstract This paper proposes a student achievement prediction model based on fuzzy decision support system (FDSS), which uses multi-dimensional data to accurately predict student achievement. A prediction model including students’ historical achievement, learning behavior and class participation is constructed, and fuzzy reasoning mechanism is used to deal with the uncertainty and fuzziness of data. Experimental results show that the FDSS model has high prediction accuracy on multiple data sets, and the error range is controlled at a reasonable level. Compared with traditional machine learning methods, FDSS model has advantages in prediction accuracy and generalization ability. This paper also discusses the application effect of the model in different subjects, grades and regions of the student data, and puts forward the model optimization and improvement strategies. Fuzzy decision support system provides an effective solution for student achievement prediction in the field of education, and provides scientific decision support and personalized guidance for education decision-makers and teachers.https://doi.org/10.1007/s44163-025-00308-7Fuzzy decision support systemAchievement predictionPerformance improvement |
| spellingShingle | Xiaoqian Li Student achievement prediction and auxiliary improvement method based on fuzzy decision support system Discover Artificial Intelligence Fuzzy decision support system Achievement prediction Performance improvement |
| title | Student achievement prediction and auxiliary improvement method based on fuzzy decision support system |
| title_full | Student achievement prediction and auxiliary improvement method based on fuzzy decision support system |
| title_fullStr | Student achievement prediction and auxiliary improvement method based on fuzzy decision support system |
| title_full_unstemmed | Student achievement prediction and auxiliary improvement method based on fuzzy decision support system |
| title_short | Student achievement prediction and auxiliary improvement method based on fuzzy decision support system |
| title_sort | student achievement prediction and auxiliary improvement method based on fuzzy decision support system |
| topic | Fuzzy decision support system Achievement prediction Performance improvement |
| url | https://doi.org/10.1007/s44163-025-00308-7 |
| work_keys_str_mv | AT xiaoqianli studentachievementpredictionandauxiliaryimprovementmethodbasedonfuzzydecisionsupportsystem |