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Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm
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| Zeitschriftentitel: | International Journal of Emerging Technologies in Learning (iJET) |
|---|---|
| Personen und Körperschaften: | |
| In: | International Journal of Emerging Technologies in Learning (iJET), 14, 2019, 12, S. 15 |
| Format: | E-Article |
| Sprache: | Unbestimmt |
| veröffentlicht: |
International Association of Online Engineering (IAOE)
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| Schlagwörter: |
| author_facet |
Duan, Xiaocong Duan, Xiaocong |
|---|---|
| author |
Duan, Xiaocong |
| spellingShingle |
Duan, Xiaocong International Journal of Emerging Technologies in Learning (iJET) Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm General Engineering Education |
| author_sort |
duan, xiaocong |
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Duan, Xiaocong 1863-0383 International Association of Online Engineering (IAOE) General Engineering Education http://dx.doi.org/10.3991/ijet.v14i12.10812 <jats:p>In order to solve the automatic generation and evolution of personalized curriculum, the method of using genetic algorithm to realize the evolution of personalized learning content is proposed to solve the dynamic personalized needs of users. Through the research and implementation of personalized curriculum generation technology, firstly, the structures of curriculum generation, genetic algorithm and curriculum scene, as well as the method and technology of personalized curriculum generation and evolution system framework are described in detail. Then, the framework structure based on genetic algorithm is determined, and the user model is updated. Finally, experiments are carried out based on genetic algorithm. The research on the experiment of automatic generation and evolution of personalized curriculum shows that the application of genetic algorithm in the process of curriculum generation and evolution makes students' learning content evolve with the change of their knowledge state in the process of learning, effectively promotes students' interest in learning, and improves learning efficiency and effect.</jats:p> Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm International Journal of Emerging Technologies in Learning (iJET) |
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International Association of Online Engineering (IAOE), 2019 |
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International Association of Online Engineering (IAOE), 2019 |
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International Journal of Emerging Technologies in Learning (iJET) |
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| title |
Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| title_unstemmed |
Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| title_full |
Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| title_fullStr |
Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| title_full_unstemmed |
Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| title_short |
Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| title_sort |
automatic generation and evolution of personalized curriculum based on genetic algorithm |
| topic |
General Engineering Education |
| url |
http://dx.doi.org/10.3991/ijet.v14i12.10812 |
| publishDate |
2019 |
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15 |
| description |
<jats:p>In order to solve the automatic generation and evolution of personalized curriculum, the method of using genetic algorithm to realize the evolution of personalized learning content is proposed to solve the dynamic personalized needs of users. Through the research and implementation of personalized curriculum generation technology, firstly, the structures of curriculum generation, genetic algorithm and curriculum scene, as well as the method and technology of personalized curriculum generation and evolution system framework are described in detail. Then, the framework structure based on genetic algorithm is determined, and the user model is updated. Finally, experiments are carried out based on genetic algorithm. The research on the experiment of automatic generation and evolution of personalized curriculum shows that the application of genetic algorithm in the process of curriculum generation and evolution makes students' learning content evolve with the change of their knowledge state in the process of learning, effectively promotes students' interest in learning, and improves learning efficiency and effect.</jats:p> |
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| description | <jats:p>In order to solve the automatic generation and evolution of personalized curriculum, the method of using genetic algorithm to realize the evolution of personalized learning content is proposed to solve the dynamic personalized needs of users. Through the research and implementation of personalized curriculum generation technology, firstly, the structures of curriculum generation, genetic algorithm and curriculum scene, as well as the method and technology of personalized curriculum generation and evolution system framework are described in detail. Then, the framework structure based on genetic algorithm is determined, and the user model is updated. Finally, experiments are carried out based on genetic algorithm. The research on the experiment of automatic generation and evolution of personalized curriculum shows that the application of genetic algorithm in the process of curriculum generation and evolution makes students' learning content evolve with the change of their knowledge state in the process of learning, effectively promotes students' interest in learning, and improves learning efficiency and effect.</jats:p> |
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| spelling | Duan, Xiaocong 1863-0383 International Association of Online Engineering (IAOE) General Engineering Education http://dx.doi.org/10.3991/ijet.v14i12.10812 <jats:p>In order to solve the automatic generation and evolution of personalized curriculum, the method of using genetic algorithm to realize the evolution of personalized learning content is proposed to solve the dynamic personalized needs of users. Through the research and implementation of personalized curriculum generation technology, firstly, the structures of curriculum generation, genetic algorithm and curriculum scene, as well as the method and technology of personalized curriculum generation and evolution system framework are described in detail. Then, the framework structure based on genetic algorithm is determined, and the user model is updated. Finally, experiments are carried out based on genetic algorithm. The research on the experiment of automatic generation and evolution of personalized curriculum shows that the application of genetic algorithm in the process of curriculum generation and evolution makes students' learning content evolve with the change of their knowledge state in the process of learning, effectively promotes students' interest in learning, and improves learning efficiency and effect.</jats:p> Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm International Journal of Emerging Technologies in Learning (iJET) |
| spellingShingle | Duan, Xiaocong, International Journal of Emerging Technologies in Learning (iJET), Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm, General Engineering, Education |
| title | Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| title_full | Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| title_fullStr | Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| title_full_unstemmed | Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| title_short | Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| title_sort | automatic generation and evolution of personalized curriculum based on genetic algorithm |
| title_unstemmed | Automatic Generation and Evolution of Personalized Curriculum Based on Genetic Algorithm |
| topic | General Engineering, Education |
| url | http://dx.doi.org/10.3991/ijet.v14i12.10812 |