This paper focuses on the application of BP neural network, taking an evaluation system of English autonomous learning ability as an example. Based on the full analysis the inscape of the system, the recorded data that is related with Web server log in a process of students' online learning has been collected and analyzed by using data mining technology. With BP neural network pattern, an evaluation model of autonomous learning ability based on BP neural network has been founded on the data collected. The experimental results show that the evaluation results of model are in general accord with those of experts: the highest accuracy was 100%, the lowest is 91.7%, and the average is 94.6%; therefore, it is feasible and effective to apply the BP neural network to the evaluation of autonomous learning ability.
목차
Abstract 1. Introduction 2. Evaluation Index 2.1. Data Mining 2.2. Construction of Evaluation Index System 3. Evaluation System of BP Neural Network 3.1. BP Neural Network 3.2. The Design of BP Neural Network 3.3. Learning Process of BP Neural Network Model 4. The Application of the Evaluation Model for Students' Learning Ability 4.1. Data Input 4.2. Network Training 4.3. Evaluation Testing 5. Conclusions References
키워드
BPNNData mininglearning abilityEvaluation index
저자
Bo Du [ College of Foreign Languages, Agricultural University of Hebei, Baoding 071001, China ]
Yan Zhang [ College of Foreign Languages, Agricultural University of Hebei, Baoding 071001, China ]
Jing Zhang [ College of Foreign Languages, Agricultural University of Hebei, Baoding 071001, China ]
Dongming Li [ College of Mechanical and Electrical Engineering, Agricultural University of Hebei, Baoding 071001, China ]
Corresponding Author
보안공학연구지원센터(IJMUE) [Science & Engineering Research Support Center, Republic of Korea(IJMUE)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Multimedia and Ubiquitous Engineering
간기
월간
pISSN
1975-0080
수록기간
2008~2016
등재여부
SCOPUS
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Multimedia and Ubiquitous Engineering Vol.10 No.12