Ensemble-based discriminant manifold learning for face recognition

CASIA OpenIR > 09年以前成果

	Ensemble-based discriminant manifold learning for face recognition
	Zhang, Junping ; He, Li ; Zhou, Zhi-Hua ; Jiao, L ; Wang, L; Gao, X ; Liu, J; Wu, F
发表期刊	ADVANCES IN NATURAL COMPUTATION, PT 1
	2006
卷号	4221 页码:29-38
文章类型	Article
摘要	The locally linear embedding (LLE) algorithm can be used to discover a low-dimensional subspace from face manifolds. However, it does not mean that a good accuracy can be obtained when classifiers work under the subspace. Based on the proposed ULLELDA (Unified LLE and linear discriminant analysis) algorithm, an ensemble version of the ULLELDA (En-ULLELDA) is proposed by perturbing the neighbor factors of the LLE algorithm. Here many component learners are generated, each of which produces a single face subspace through some neighborhood parameter of the ULLELDA algorithm and is trained by a classifier. The classification results of these component learners are then combined through majority voting to produce the final prediction. Experiments on several face databases show the promising of the En-ULLELDA algorithm.
WOS标题词	Science & Technology ; Technology
关键词[WOS]	NONLINEAR DIMENSIONALITY REDUCTION ; RETRIEVAL
收录类别	ISTP ; SCI
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:000241891600005
引用统计	被引频次：18[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/9253
专题	09年以前成果
作者单位	1.Fudan Univ, Dept Comp Sci & Engn, Shanghai Key Lab Intelligent Informat Proc, Shanghai 200433, Peoples R China 2.Chinese Acad Sci, Key Lab Complex Syst & Intelligence Sci, Inst Automat, Beijing 100080, Peoples R China 3.Nanjing Univ, Natl Lab Novel Software Technol, Nanjing 210093, Peoples R China
推荐引用方式 GB/T 7714	Zhang, Junping,He, Li,Zhou, Zhi-Hua,et al. Ensemble-based discriminant manifold learning for face recognition[J]. ADVANCES IN NATURAL COMPUTATION, PT 1,2006,4221:29-38.
APA	Zhang, Junping.,He, Li.,Zhou, Zhi-Hua.,Jiao, L.,Wang, L.,...&Wu, F.(2006).Ensemble-based discriminant manifold learning for face recognition.ADVANCES IN NATURAL COMPUTATION, PT 1,4221,29-38.
MLA	Zhang, Junping,et al."Ensemble-based discriminant manifold learning for face recognition".ADVANCES IN NATURAL COMPUTATION, PT 1 4221(2006):29-38.