지원사업
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
- 한국정보처리학회 JIPS(Journal of Information Processing Systems) JIPS(Journal of Information Processing Systems) 제11권 제2호
- 발행연도
- 2015.1
- 수록면
- 165 - 172 (8page)
이용수
초록· 키워드
오류제보하기
The inactive student rate is becoming a major problem in most open universities worldwide. In Indonesia, roughly 36% of students were found to be inactive, in 2005. Data mining had been successfully employed to solve problems in many domains, such as for educational purposes. We are proposing a method for preventing inactive students by mining knowledge from student record systems with several state of the art ensemble methods, such as Bagging, AdaBoost, Random Subspace, Random Forest, and Rotation Forest. The most influential attributes, as well as demographic attributes (marital status and employment), were successfully obtained which were affecting student of being inactive. The complexity and accuracy of classification techniques were also compared and the experimental results show that Rotation Forest, with decision tree as the base-classifier, denotes the best performance compared to other classifiers.
목차
등록된 정보가 없습니다.
참고문헌 (25)
참고문헌 신청
A. Anjewierden / 2007 / Towards educational data mining: using data mining methods for automated chat analysis to understand and support inquiry learning processes / Proceedings o
A. Pena-Ayala / 2014 / Educational data mining: a survey and a data mining-based analysis of recent works / Expert Systems with Applications 41 (4) : 1432 ~ 1462
C. Romero / 2007 / Educational data mining: a survey from 1995 to 2005 / Expert Systems with Applications 33 (1) : 135 ~ 146
C. Romero / 2010 / Educational data mining : a review of the state of the art / IEEE Transactions on Systems, Man, and Cybernetics, Part C : Applications and Reviews 40 (6)
C. Vialardi / 2009 / Recommendation in higher education using data mining techniques / Proceedings of the International Conference on Educational Data Mining : 190 ~ 199
A. Pena-Ayala / 2014 / Educational data mining: a survey and a data mining-based analysis of recent works / Expert Systems with Applications 41 (4) : 1432 ~ 1462
C. Romero / 2007 / Educational data mining: a survey from 1995 to 2005 / Expert Systems with Applications 33 (1) : 135 ~ 146
C. Romero / 2010 / Educational data mining : a review of the state of the art / IEEE Transactions on Systems, Man, and Cybernetics, Part C : Applications and Reviews 40 (6)
C. Vialardi / 2009 / Recommendation in higher education using data mining techniques / Proceedings of the International Conference on Educational Data Mining : 190 ~ 199
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
강화학습 기반 비활성 영역 패딩 기술
방송공학회논문지
2021 .09
-
3GPP 5G 이동통신 시스템에서 Inactive 상태 단말의 효율적인 데이터 전송
한국통신학회 학술대회논문집
2017 .01
-
Inactive Regions Padding Methods for Rotated Sphere Projection of 360 Video
한국방송미디어공학회 학술발표대회 논문집
2018 .06
-
Predicting stock price direction by using data mining methods
한국컴퓨터정보학회논문지
2017 .11
-
강화학습을 이용한 비활성 영역 패딩
한국방송미디어공학회 학술발표대회 논문집
2021 .06
-
수중 표적 식별을 위한 앙상블 학습
멀티미디어학회논문지
2015 .11
-
튜브 내 비활성 혼합기체가 고압 수소의 자발점화에 미치는 영향
KOSCO SYMPOSIUM 논문집
2022 .11
-
사례 선택 기법을 활용한 앙상블 모형의 성능 개선
산업경영시스템학회지
2016 .01
-
온라인게임 휴면 이용자의 복귀 요인 연구
한국컴퓨터정보학회 학술발표논문집
2016 .07
-
Object Classification Method Using Dynamic Random Forests and Genetic Optimization
한국컴퓨터정보학회논문지
2016 .05
-
Full Matrix Capture를 이용한 위상배열초음파 탐촉자 비활성 소자 영향 분석 방법
비파괴검사학회지
2019 .08
-
경력단절 간호사의 경력단절 원인에 대한 탐색적 연구
한국산학기술학회 논문지
2018 .12
-
Multi-models of Educational Data Mining for Predicting Student Performance in Mathematics: A Case Study on High Schools in Cambodia
IEIE Transactions on Smart Processing & Computing
2020 .06
-
랜덤포레스트와 유전알고리즘을 이용한 표적 분류 기법
대한전자공학회 학술대회
2016 .11
-
머신러닝을 이용한 세금 계정과목 분류
반도체디스플레이기술학회지
2019 .01
-
Ensemble Methods Applied to Classification Problem
International journal of internet, broadcasting and communication : IJIBC
2019 .01
-
A Comparative Study of Phishing Websites Classification Based on Classifier Ensembles
멀티미디어학회논문지
2018 .05
-
이종금속 나노박막층 반응파의 고속전파에 대한 비활성 횡단영역의 영향성 해석연구
한국추진공학회 학술대회논문집
2021 .05
-
A Detailed Analysis of Classifier Ensembles for Intrusion Detection in Wireless Network
JIPS(Journal of Information Processing Systems)
2017 .01
-
Adaptive Prediction Method Based on Alternating Decision Forests with Considerations for Generalization Ability
Industrial Engineering & Management Systems
2017 .09
이 논문의 저자 정보
최근 본 자료
댓글(0)
0