Skip to main content

Chinese Organization Name Recognition Based on Multiple Features

  • Conference paper
Intelligence and Security Informatics (PAISI 2012)

Part of the book series: Lecture Notes in Computer Science ((LNSC,volume 7299))

Included in the following conference series:

Abstract

Recognition of Chinese organization names is the key of the recognition of Chinese named entities. However, the lack of a single unified naming system to capture all types of organizations and the uncertainty in word segmentation, make the recognition of Chinese organization names especially difficult. In this paper, we focus on the recognition of Chinese organization names and propose an approach that takes advantage of various types of features of Chinese organization names to address it. First of all, we pre-process inputs to make the recognition more convenient. Secondly, we use the features of the left and right boundary to determine the candidate Chinese organization names automatically. Thirdly, we evaluate and refine the initial recognition results with the features of behaviors and debugging structure patterns to improve the performance of the recognition. From the experimental results on People’s Daily testing data set, the approach proposed in this paper outperforms the method based on role tagging more than 7%. And through designing a series of other experiments, we have proved that the proposed approach can perfectly complete the task of recognizing Chinese organization names and is particularly effective in nested cases.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 54.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 69.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Luo, Z.-Y., Song, R.: Integrated and fast recognition of proper noun in modern Chinese word segmentation. In: Ji, D.-H. (ed.) Proceedings of International Conference on Chinese Computing, Singapore, pp. 323–328 (2001)

    Google Scholar 

  2. Zhang, H.P., Liu, Q.: Automatic Recognition of Chinese Personal Name Based on Role Tagging. Chinese Journal of Computers 27(1) (January 2004)

    Google Scholar 

  3. Tan, H., Zheng, J., Liu, K.: Design and realization of Chinese place name Automatic recognition system. Computer Engineering (08) (2002)

    Google Scholar 

  4. Lei, J., Zhang, D., Feng, X.: Recognition of Chinese Organization Name Based on Constitution Pattern. In: Proceedings of SWCL 2008(2008)

    Google Scholar 

  5. Zhang, X., Wang, L.: Identification and Analysis of Chinese Organization and Institution Names. Journal of Chinese Information Processing 11(4) (1997)

    Google Scholar 

  6. Isozaki, H.: Japanese Named Entity Recognition based on a Simple Rule Generator and Decision Tree Learning. In: Association for Computational Linguistics 39th Annual Meeting and 10th Conference of the European Chapter (2001)

    Google Scholar 

  7. Feng, L., Jiao, L.: Chinese Organizations Names Recognition Model Based on the Maximum Entropy. Computer & Digital Engineering 38(12) (2010)

    Google Scholar 

  8. Liu, J.: The Arithmetic of Chinese Named Entity Recognition Based on the Improved Hidden Markov Model. Journale of Taiyuan Normal University (Natural Science Edition) 8(1) (2009)

    Google Scholar 

  9. Chen, X., Liu, H., Chen, Y.: Chinese organization names recognition based on SVM. Application Research of Computers 25(2) (2008)

    Google Scholar 

  10. Huang, D., Li, Z., Wan, R.: Chinese organization name recognition using cascaded model based on SVM and CRF. Journal of Dalian University of Technology 50(5) (2010)

    Google Scholar 

  11. Yu, H.-K., Zhang, H.-P., Liu, Q.: Recognition of Chinese Organization Name Based on Role Tagging. In: Advances in Computation of Oriental Languages–Proceedings of the 20th International Conference on Computer Processing of Oriental Languages (2003)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2012 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Ling, Y., Yang, J., He, L. (2012). Chinese Organization Name Recognition Based on Multiple Features. In: Chau, M., Wang, G.A., Yue, W.T., Chen, H. (eds) Intelligence and Security Informatics. PAISI 2012. Lecture Notes in Computer Science, vol 7299. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-30428-6_11

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-30428-6_11

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-30427-9

  • Online ISBN: 978-3-642-30428-6

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics