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Palmprint Recognition Using ICA Based on Winner-Take-All Network and Radial Basis Probabilistic Neural Network

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Advances in Neural Networks - ISNN 2006 (ISNN 2006)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 3972))

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Abstract

This paper proposes a novel method for recognizing palmprint using the winner-take-all (WTA) network based independent component analysis (ICA) algorithm and the radial basis probabilistic neural network (RBPNN) proposed by us. The WTA-ICA algorithm exploits the maximization of the sparse measure criterion as the cost function, and it extracts successfully palmprint features. The classification performance is implemented by the RBPNN. The RBPNN is trained by the orthogonal least square (OLS) algorithm and its structure is optimized by the recursive OLS (ROLS) algorithm. Experimental results show that the RBPNN achieves higher recognition rate and better classification efficiency with other usual classifiers.

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References

  • Huang, D.S.: Radial Basis Probabilistic Neural Networks: Model and Application. International Journal of Pattern Recognition and Artificial Intelligence 13(7), 1083–1101 (1999)

    Article  Google Scholar 

  • Huang, D.S., Zhao, W.-B.: Determining The Centers of Radial Basis Probabilities Neural Networks by Recursive Orthogonal Least Square Algorithms. Applied Mathematics and Computation 162(1), 461–473 (2005)

    Article  MATH  MathSciNet  Google Scholar 

  • Li, W., David, Z., Xu, Z.: Palmprint Identification by Fourier Transform. Int. J. Pattern Recognition. Art. Intell. 16(4), 417–432 (2002)

    Article  Google Scholar 

  • Kumar, A., Shen, H.C.: Recognition of Palmprints Using Wavelet-based Features. In: Proc. Intl. Conf. Sys., Cybern., SCI 2002, Orlando Florida, vol. 3072 (2002)

    Google Scholar 

  • Bartlett, M.S., Movellan, J.R., Sejnowski, T.J.: Face Recognition by Independent Component Analysis. IEEE Transactions on Neural Networks 13, 1450–1464 (2002)

    Article  Google Scholar 

  • Zhang, N., Weng, J.: Sparse Representation from A Winner-take-all Neural Network. In: IEEE Int. Joint Conf. on Neural Networks (IJCNN 2004), Budapest Hungary, pp. 2209–2214 (2004)

    Google Scholar 

  • Karvanen, J., Cichocki, A.: Measuring Sparseness of Noise Signals. In: Pro. of 4th Int. Sym. on Independent Component Analysis and Blind Signal Seperation (ICA 2003), pp. 125–130. Nara New Public Hall, Japan (2003)

    Google Scholar 

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Author information

Authors and Affiliations

  1. Department of Automation, University of Science and Technology of China, Hefei, Anhui, 230026, China

    Li Shang & De-Shuang Huang

  2. Intelligent Computing Lab, Hefei Institute of Intelligent Machines, Chinese Academy of Sciences, P.O. Box 1130, Hefei, Anhui, 230031, China

    Li Shang, Ji-Xiang Du & Zhi-Kai Huang

Authors
  1. Li Shang
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  2. De-Shuang Huang
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  3. Ji-Xiang Du
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  4. Zhi-Kai Huang
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Editor information

Editors and Affiliations

  1. Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong, China

    Jun Wang

  2. Computational Intelligence Laboratory, School of Computer Science and Engineering, University of Electronic Science and Technology of China, 610054, Chengdu, P.R. China

    Zhang Yi

  3. Department of Electrical Engineering, University of Louisville, 40292, Louisville, KY, U.S.A

    Jacek M. Zurada

  4. Laboratory for Computational Biology, Shanghai Center for Systems Biomedicine, 800 Dong Chuan Rd., 200240, Shanghai, China

    Bao-Liang Lu

  5. School of Electrical and Electronic Engineering, University of Manchester, UK

    Hujun Yin

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© 2006 Springer-Verlag Berlin Heidelberg

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Cite this paper

Shang, L., Huang, DS., Du, JX., Huang, ZK. (2006). Palmprint Recognition Using ICA Based on Winner-Take-All Network and Radial Basis Probabilistic Neural Network. In: Wang, J., Yi, Z., Zurada, J.M., Lu, BL., Yin, H. (eds) Advances in Neural Networks - ISNN 2006. ISNN 2006. Lecture Notes in Computer Science, vol 3972. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11760023_32

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  • DOI: https://doi.org/10.1007/11760023_32

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-34437-7

  • Online ISBN: 978-3-540-34438-4

  • eBook Packages: Computer ScienceComputer Science (R0)

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