2017-3-12 LPP,UDP and Their Relationship 讲解人: 谢术富 2017-3-12 相关文章 LPP – Xiaofei He, Partha Niyogi, “ Locality Preserving Projections ”, NIPS 2003 .– Xiaofei He, Shuicheng Yan, Yuxiao Hu, Partha Niyogi, and Hong-Jiang Zhang, Fellow, IEEE, “ Face Recognition Using Laplacianfaces ”, IEEE TPAMI 27(3), 2005. UDP – Jian Yang, David Zhang, Senior Member, IEEE, Jing-yu Yang, and Ben Niu, “ Globally Maximizing, Locally Minimizing: Unsupervised Discriminant Projection with Applications to Face and Palm Biometrics ”, IEEE TPAMI 29(4), 2007. Relationship – Weihong Deng, Jiani Hu, Jun Guo, Honggang Zhang, and Chuang Zhang, Comments on “ Globally Maximizing, Locally Minimizing: Unsupervised Discriminant Projection with Application to Face and Palm Biometrics ”, IEEE TPAMI 2008. 2017-3-12 Outline Locality Preserving Projection (LPP) Unsupervised Discriminant Projection (UDP) Comments on LPP and UDP 2017-3-12 Face Recognition Using Laplacianfaces PCA LDA Locality Preserving Projection(LPP) Statistical view of LPP Theoretical analysis of LPP, PCA and LDA Manifold ways or Visual Analysis Experimental Results 2017-3-12 作者的相关信息 He Xiaofei —第一作者– Professor puter science, Zhejiang University, China –简历? 2000, Zhejiang University, China, BS. ? 2005, University of Chicago, PhD. ? 2005~2007, Yahoo Research Labs, research scientist. ? 2007~Now, Zhejiang University, Professor. –研究方向? Locality Preserving Projections (LPP) and Manifold Learning ? Information Retrieval ? Web Search and Mining ? Face Representation and Recognition –论文著作? Journal: 11, Conference: 35. ? He Xiaofei et al., “ Face Recognition Using Laplacianfaces ”, IEEE TPAMI 2005 27(3), 引用次数: 222. –个人主页: /~xiaofei/ 2017-3-12 作者的相关信息 Yan ShuiCheng —第二作者– I am currently Assistant Professor ( 助理教授) at Department of Electrical puter Engineering, National University of Singapore. 简历– 1999, Applied Mathematics Department, School of Mathematical Sciences, Peking University, BS. – 200
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