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Belhumeur, P.N., Hespanha, J.P. and Kriegman, D.J. (1997) Eigenfaces vs. fisherfaces: recognition using class specific linear projection [J]. IEEE Transactions on Pat-tern Analysis and Machine Intelligence, 19(7), 711- 720.

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• TITLE: Face recognition based on manifold learning and Rényi entropy

  AUTHORS: Wen-Ming Cao, Ning Li

  KEYWORDS: Manifold Learning; Rényi Entropy; Face Recognition

  JOURNAL NAME: Natural Science, Vol.2 No.1, January 28, 2010

  ABSTRACT: Though manifold learning has been success-fully applied in wide areas, such as data visu-alization, dimension reduction and speech rec-ognition; few researches have been done with the combination of the information theory and the geometrical learning. In this paper, we carry out a bold exploration in this field, raise a new approach on face recognition, the intrinsic α-Rényi entropy of the face image attained from manifold learning is used as the characteristic measure during recognition. The new algorithm is tested on ORL face database, and the ex-periments obtain the satisfying results.