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학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전자공학회 IEIE Transactions on Smart Processing & Computing IEIE Transactions on Smart Processing & Computing Vol.13 No.4
- 발행연도
- 2024.8
- 수록면
- 372 - 382 (11page)
- DOI
- 10.5573/IEIESPC.2024.13.4.372
이용수
초록· 키워드
오류제보하기
English reading is crucial for college and university English education. Hence, new methods, such as adaptive recommendations of reading resources, are needed to improve teaching quality. The study establishes a recommendation model that classifies resources and students in both directions. The ID3 algorithm was improved by introducing correlation coefficients to enhance the information gain formula. An English training institution training course was selected as the subject. The performance test results show that the performance of the recommendation model based on the improved ID3 algorithm is better than the standard ID3 algorithm and the traditional recommendation model performance. The average score of students improved to 18.01±1.07, and the satisfaction rate of students was 91.22%. The model evaluated using four indicators revealed improved performance. The results show that students with strong reading ability are more sensitive to the difficulties of reading resources, while students with relatively weak ability should focus on the topic and type of content.
목차
Abstract
1. Introduction
2. Related Work
3. Construction of Reading Resource Recommendation Model based on ID3 Algorithm
4. Results and Analysis
5. Conclusion
References
참고문헌 (20)
참고문헌 신청
Abbas A R and Farooq A O. (2019) ‘Skin Detection using Improved ID3 Algorithm’, Iraqi Journal of Science, Vol. 60, No. 2, pp. 402-410.
An Y and Zhou H. (2022). ‘Short term effect evaluation model of rural energy construction revitalization based on ID3 decision tree algorithm’, Energy Reports, No. 8, pp. 1004-1012.
Andrew, Russ, Gayle et al. (2018). ‘Decision tree for pretreatments for winter maintenance’, Transportation Research Record, Vol. 2055, No. 1, pp. 106-115.
Audina Y, Zega N and Simarmata A et al. (2020). ‘An analysis of teacher’s strategies in teaching reading comprehension’, Lectura Jurnal Pendidikan, Vol. 11, No. 1, pp. 94-105.
Chakraborty S B and Chowdhury. (2021). ‘Teaching academic reading in English to the undergraduate students at a government college of Bangladesh - Challenges and solutions’, IOSR Journal of Research & Method in Education (IOSRJRME), Vol. 11, No. 2, pp. 49-63.
An Y and Zhou H. (2022). ‘Short term effect evaluation model of rural energy construction revitalization based on ID3 decision tree algorithm’, Energy Reports, No. 8, pp. 1004-1012.
Andrew, Russ, Gayle et al. (2018). ‘Decision tree for pretreatments for winter maintenance’, Transportation Research Record, Vol. 2055, No. 1, pp. 106-115.
Audina Y, Zega N and Simarmata A et al. (2020). ‘An analysis of teacher’s strategies in teaching reading comprehension’, Lectura Jurnal Pendidikan, Vol. 11, No. 1, pp. 94-105.
Chakraborty S B and Chowdhury. (2021). ‘Teaching academic reading in English to the undergraduate students at a government college of Bangladesh - Challenges and solutions’, IOSR Journal of Research & Method in Education (IOSRJRME), Vol. 11, No. 2, pp. 49-63.
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