Skip to main content
SpringerLink
Log in

Fuzzy Rough Granular Neural Network and Unsupervised Feature Selection

  • Chapter
  • First Online:
Granular Neural Networks, Pattern Recognition and Bioinformatics

Part of the book series: Studies in Computational Intelligence ((SCI,volume 712))

  • 917 Accesses

Abstract

The problem of feature selection and its significance have been described in Sect. 1.5.2, Chap. 1.

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

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 119.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 159.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 159.99
Price excludes VAT (USA)
  • Durable hardcover 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

References

  1. Davies, D.L., Bouldin, D.: A cluster separation measure. IEEE Trans. Pattern Anal. Mach. Intell. 1(2), 224–227 (1979)

    Article  Google Scholar 

  2. Devijver, P.A., Kittler, J.: Pattern Recognition: A Statistical Approach. Prentice Hall, Upper Saddle River (1982)

    MATH  Google Scholar 

  3. Ganivada, A., Ray, S.S., Pal, S.K.: Fuzzy rough granular self-organizing map and fuzzy rough entropy. Theoret. Comput. Sci. 466, 37–63 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  4. Ganivada, A., Ray, S.S., Pal, S.K.: Fuzzy rough sets, and a granular neural network for unsupervised feature selection. Neural Netw. 48, 91–108 (2013)

    Article  MATH  Google Scholar 

  5. Kira, K., Rendell, L.A.: A practical approach to feature selection. In: Proceedings of 9th International Conference on Machine Learning, vol. 2, no. 6, pp. 249–256 (1992)

    Google Scholar 

  6. Mitra, P., Murthy, C.A., Pal, S.K.: Unsupervised feature selection using feature similarity. IEEE Trans. Pattern Anal. Mach. Intell. 24(4), 301–312 (2002)

    Article  Google Scholar 

  7. Newman, D.J., Hettich, S., Blake, C.L., Merz, C.J.: UCI repository of machine learning databases. Department of Information and Computer Science, University of California, Irvine, CA. http://archive.ics.uci.edu/ml/ (1998)

  8. Pal, S.K., Dasgupta, B., Mitra, P.: Rough self-organizing map. Appl. Intell. 21(1), 289–299 (2004)

    Article  MATH  Google Scholar 

  9. Pal, S.K., De, R.K., Basak, J.: Neuro-fuzzy feature evaluation with theoretical analysis. Neural Netw. 12, 1429–1455 (1999)

    Article  Google Scholar 

  10. Pal, S.K., De, R.K., Basak, J.: Unsupervised feature evaluation: a neuro-fuzzy approach. IEEE Trans. Neural Netw. 11(2), 366–376 (2000)

    Article  Google Scholar 

  11. Pal, S.K., Ghosh, A., Shankar, B.U.: Segmentation of remotely sensed images with fuzzy thresholding, and quantitative evaluation. Int. J. Remote Sens. 21(11), 2269–2300 (2000)

    Article  Google Scholar 

  12. Parthalain, N.M., Jensen, R.: Unsupervised fuzzy-rough set-based dimensionality reduction. Inf. Sci. 229(3), 106–121 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  13. Verikas, A., Bacauskiene, M.: Feature selection with neural networks. Pattern Recogn. Lett. 23(11), 1323–1335 (2002)

    Article  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Center for Soft Computing Research, Indian Statistical Institute, Kolkata, India

    Sankar K. Pal, Shubhra S. Ray & Avatharam Ganivada

Authors
  1. Sankar K. Pal
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Shubhra S. Ray
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Avatharam Ganivada
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Sankar K. Pal .

Rights and permissions

Reprints and permissions

Copyright information

© 2017 Springer International Publishing AG

About this chapter

Cite this chapter

Pal, S.K., Ray, S.S., Ganivada, A. (2017). Fuzzy Rough Granular Neural Network and Unsupervised Feature Selection. In: Granular Neural Networks, Pattern Recognition and Bioinformatics. Studies in Computational Intelligence, vol 712. Springer, Cham. https://doi.org/10.1007/978-3-319-57115-7_4

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-57115-7_4

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-57113-3

  • Online ISBN: 978-3-319-57115-7

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics

Search

Navigation