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A new learning algorithm based on lever principle
He, XG; Tian, J; Yang, X; Wang, L; Chen, K; Ong, YS; Tian, Jie
2005
发表期刊ADVANCES IN NATURAL COMPUTATION, PT 1, PROCEEDINGS
卷号3610期号:2005页码:187-198
文章类型Article
摘要In this paper a new learning algorithm, Lever Training Machine (LTM), is presented for binary classification. LTM is a supervised leaming algorithm and its main idea is inspired from a physics principle: Lever Principle. Figuratively, LTM involves rolling a hyper-plane around the convex hull of the target training set, and using the equilibrium position of the hyper-plane to define a decision surfaces. In theory, the optimal goal of LTM is to maximize the correct rejection rate. If the distribution of target set is convex, a set of such decision surfaces can be trained for exact discrimination without false alarm. Two mathernatic experiments and the practical application of face detection confirm that LTM is an effective leaming algorithm.
关键词Lever Principle
WOS标题词Science & Technology ; Technology
关键词[WOS]FACE DETECTION ; FEATURES
收录类别SCI ; ISTP
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号WOS:000232222400021
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9141
专题09年以前成果
通讯作者Tian, Jie
作者单位Chinese Acad Sci, Grad Sch, Key Lab Complex Syst & Intelligence Sci, Ctr Biometr & Secur Res,Inst Automat, Beijing 100080, Peoples R China
推荐引用方式
GB/T 7714
He, XG,Tian, J,Yang, X,et al. A new learning algorithm based on lever principle[J]. ADVANCES IN NATURAL COMPUTATION, PT 1, PROCEEDINGS,2005,3610(2005):187-198.
APA He, XG.,Tian, J.,Yang, X.,Wang, L.,Chen, K.,...&Tian, Jie.(2005).A new learning algorithm based on lever principle.ADVANCES IN NATURAL COMPUTATION, PT 1, PROCEEDINGS,3610(2005),187-198.
MLA He, XG,et al."A new learning algorithm based on lever principle".ADVANCES IN NATURAL COMPUTATION, PT 1, PROCEEDINGS 3610.2005(2005):187-198.
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