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TextCC: New Feed Forward Neural Network for Classifying Documents Instantly

  • Conference paper
Advances in Neural Networks – ISNN 2005 (ISNN 2005)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 3497))

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Abstract

Corner classification (CC) network is a kind of feed forward neural network for instantly document classification. To classify text object instantly, new training algorithm, named as TextCC, for feed forward neural network is presented in this paper. To give a solution for multi-corner judging, new training algorithm for the construction of weight matrix of output layer of CC is given. Experimental results show that TextCC can work well and the precision of TextCC is higher than CC4’s.

This paper was granted financial support from “21st Century Education Revitalization Project” and “China Postdoctoral Science Foundation (2004036463)”.

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References

  1. Shu, B., Kak, S.: A Neural Network-based Intelligent Metasearch Engine. Information Sciences 1, 1–11 (1999)

    Article  Google Scholar 

  2. Chen, E., Zhang, Z., Wang, X.: An Extended Corner Classification Neural Network Based Document Classification Approach. Journal of Software, 871–878 (2002)

    Google Scholar 

  3. Tang, K.W., Kak, S.C.: A New Corner Classification Approach to Neural Network Training. Circuits Systems Signal Processing 17, 459–469 (1998)

    Article  MATH  Google Scholar 

  4. Raina, P.: Comparison of Learning and Generalization Capabilities of the Kak and the Back Propagation Algorithms. Information Sciences 81, 261–274 (1994)

    Article  MATH  Google Scholar 

  5. Kak, S.: New Algorithms for Training Feed Forward Neural Networks. Pattern Recognition Letters 15, 295–298 (1994)

    Article  MATH  Google Scholar 

  6. Kak, S.: On Generalization by Neural Networks. Information Sciences 111, 293–302 (1998)

    Article  Google Scholar 

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Author information

Authors and Affiliations

  1. Electronic Engineering & Information Science Department, University of Science and Technology of China (USTC), Hefei, 230027, China

    Zhenya Zhang

  2. Statistics & Finance Department of USTC, Hefei, 230027, China

    Shuguang Zhang

  3. Computer Science Department of USTC, Hefei, 230027, China

    Zhenya Zhang, Enhong Chen & Xufa Wang

  4. Mathematics Department of Anhui Normal University, Wuhu, 241000, China

    Hongmei Cheng

Authors
  1. Zhenya Zhang
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  2. Shuguang Zhang
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  3. Enhong Chen
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  4. Xufa Wang
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  5. Hongmei Cheng
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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. The Key Laboratory of Optoelectric Technology & Systems, Ministry of Education, China

    Xiao-Feng Liao

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

    Zhang Yi

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© 2005 Springer-Verlag Berlin Heidelberg

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Zhang, Z., Zhang, S., Chen, E., Wang, X., Cheng, H. (2005). TextCC: New Feed Forward Neural Network for Classifying Documents Instantly. In: Wang, J., Liao, XF., Yi, Z. (eds) Advances in Neural Networks – ISNN 2005. ISNN 2005. Lecture Notes in Computer Science, vol 3497. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11427445_37

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  • DOI: https://doi.org/10.1007/11427445_37

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-25913-8

  • Online ISBN: 978-3-540-32067-8

  • eBook Packages: Computer ScienceComputer Science (R0)

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