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학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국지능시스템학회 INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS Vol.12 No.2
- 발행연도
- 2012.6
- 수록면
- 143 - 148 (6page)
이용수
초록· 키워드
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This paper proposes a new method to improve performance of AdaBoost by using a distance weight function to increase the accuracy of its machine learning processes. The proposed distance weight algorithm improves classification in areas where the original binary classifier is weak. This paper derives the new algorithm’s optimal solution, and it demonstrates how classifier accuracy can be improved using the proposed Distance Sensitive AdaBoost in a simulation experiment of pedestrian detection.
목차
Abstract
1. Introduction
2. Background
3. Distance Sensitive AdaBoost
4. Simulation Results
5. Conclusions
References
참고문헌 (18)
참고문헌 신청
1. [학술지(정기간행물)] - P. Viola / 2001 / Rapid object detection using boosted cascade of simple features / Computer Vision and Pattern Recognition 1 : 511 ~ 518
2. [학술지(정기간행물)] - W. Yongqiao / 2005 / A New Fuzzy Support Vector Machine to Evaluate Credit Risk / IEEE Transactions on Fuzzy Systems 13 (16) : 820 ~ 831
3. [학술대회논문] - W. Chunpeng / 2009 / Detection of Front-View Vehicle with Occlusions Using AdaBoost / ICIECS Conference on Information Engineering and Computer Science : 1 ~ 4
4. [학술지(정기간행물)] - Y. Freund / 1997 / A decision- theoretic generalization of on-line learning and an application to boosting / Journal of Computer and System Sciences 55 (1) : 119 ~ 139
5. [학술지(정기간행물)] - Y. Freund / 1999 / A short introduction to boosting / Journal of Japanese Society for Artificial Intelligence 14 (5) : 771 ~ 780
2. [학술지(정기간행물)] - W. Yongqiao / 2005 / A New Fuzzy Support Vector Machine to Evaluate Credit Risk / IEEE Transactions on Fuzzy Systems 13 (16) : 820 ~ 831
3. [학술대회논문] - W. Chunpeng / 2009 / Detection of Front-View Vehicle with Occlusions Using AdaBoost / ICIECS Conference on Information Engineering and Computer Science : 1 ~ 4
4. [학술지(정기간행물)] - Y. Freund / 1997 / A decision- theoretic generalization of on-line learning and an application to boosting / Journal of Computer and System Sciences 55 (1) : 119 ~ 139
5. [학술지(정기간행물)] - Y. Freund / 1999 / A short introduction to boosting / Journal of Japanese Society for Artificial Intelligence 14 (5) : 771 ~ 780
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UCI(KEPA) : I410-ECN-0101-2013-028-003496318