[go: up one dir, main page]
More Web Proxy on the site http://driver.im/
Skip to main content

Cost-Sensitive Sequential Three-Way Decision for Face Recognition

  • Conference paper
Rough Sets and Intelligent Systems Paradigms

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 8537))

Abstract

Recent years have witnessed an increasing interest in Three-Way Decision (TWD) model. In contrast to traditional two-way decision model, TWD incorporates a boundary decision, which presents a delay-decision choice when available information for a precise decision is insufficient. The boundary decision can be transformed into positive decision or negative decision with the increasing of available information, thus forming a sequential three-way decision process. In real-world decision problems, such sequential three-way decision strategies are frequently used in human decision process. In this paper, we propose a framework of cost-sensitive sequential three-way decision approach to simulate the human decision process in face recognition: a sequential decision process from rough granularity to precise granularity strategy. Both theoretic analysis and experimental verification are presented in this paper.

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

Access this chapter

Subscribe and save

Springer+ Basic
£29.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
GBP 19.95
Price includes VAT (United Kingdom)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
GBP 35.99
Price includes VAT (United Kingdom)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
GBP 44.99
Price includes VAT (United Kingdom)
  • 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.

Similar content being viewed by others

References

  1. Duda, R.O., Stork, D.G., Hart, P.E.: Pattern classification. Wiley, New York (2000)

    MATH  Google Scholar 

  2. Yao, Y.Y.: The superiority of three-way decisions in probabilistic rough set models. Information Sciences 181, 1080–1096 (2011)

    Article  MathSciNet  Google Scholar 

  3. Yao, Y.Y.: Three-way decision: An interpretation of rules in rough set theory. In: Wen, P., Li, Y., Polkowski, L., Yao, Y.Y., Tsumoto, S., Wang, G. (eds.) RSKT 2009. LNCS, vol. 5589, pp. 642–649. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  4. Yao, Y.Y.: Three-way decisions with probabilistic rough sets. Information Sciences 180, 341–353 (2010)

    Article  MathSciNet  Google Scholar 

  5. Yao, Y.Y.: Decision-theoretic rough set models. In: Yao, J.T., Lingras, P., Wu, W.-Z., Szczuka, M., Cercone, N.J., Ślęzak, D. (eds.) RSKT 2007. LNCS (LNAI), vol. 4481, pp. 1–12. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  6. Yao, Y.Y., Wong, S.K.M., Lingras, P.: A decision-theoretic rough set model. In: Methodologies for Intelligent Systems, vol. 5, pp. 17–24 (1990)

    Google Scholar 

  7. Herbert, J.P., Yao, J.T.: Game-theoretic risk analysis in decision-theoretic rough sets. In: Wang, G., Li, T., Grzymala-Busse, J.W., Miao, D., Skowron, A., Yao, Y.Y. (eds.) RSKT 2008. LNCS (LNAI), vol. 5009, pp. 132–139. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  8. Liu, D., Li, T., Liang, D.: Three-way decisions in dynamic decision-theoretic rough sets. In: Lingras, P., Wolski, M., Cornelis, C., Mitra, S., Wasilewski, P. (eds.) RSKT 2013. LNCS (LNAI), vol. 8171, pp. 291–301. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  9. Li, H.X., Zhou, X.Z., Zhao, J.B., Huang, B.: Cost-sensitive classification based on decision-theoretic rough set model. In: Li, T., Nguyen, H.S., Wang, G., Grzymala-Busse, J., Janicki, R., Hassanien, A.E., Yu, H. (eds.) RSKT 2012. LNCS (LNAI), vol. 7414, pp. 379–388. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  10. Jia, X.Y., Shang, L., Chen, J.J.: Attribute reduction based on minimum decision cost. Journal of Frontiers of Computer Science and Technology 5, 155–160 (2011) (in Chinese)

    Google Scholar 

  11. Li, H.X., Zhou, X.Z., Zhao, J.B., Liu, D.: Attribute reduction in decision-theoretic rough set model: A further investigation. In: Yao, J.T., Ramanna, S., Wang, G., Suraj, Z. (eds.) RSKT 2011. LNCS, vol. 6954, pp. 466–475. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  12. Li, H.X., Zhou, X.Z.: Risk decision making based on decision-theoretic rough set: A three-way view decision model. International Journal of Computational Intelligence Systems 4, 1–11 (2011)

    Article  Google Scholar 

  13. Liu, D., Li, H.X., Zhou, X.Z.: Two decades’ research on decision-theoretic rough sets. In: Proc. 9th IEEE International Conference on Cognitive Informatics and Cognitive Computing (ICCI* CC), pp. 968–973. IEEE CS Press (2010)

    Google Scholar 

  14. Zhou, X.Z., Li, H.X.: A multi-view decision model based on decision-theoretic rough set. In: Wen, P., Li, Y., Polkowski, L., Yao, Y.Y., Tsumoto, S., Wang, G. (eds.) RSKT 2009. LNCS, vol. 5589, pp. 650–657. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  15. Yao, Y.Y., Deng, X.F.: Sequential three-way decisions with probabilistic rough sets. In: Proc. 10th IEEE International Conference on Cognitive Informatics and Cognitive Computing (ICCI* CC), pp. 120–125. IEEE CS Press (2011)

    Google Scholar 

  16. Li, H.X., Zhou, X.Z., Huang, B., Liu, D.: Cost-sensitive three-way decision: A sequential strategy. In: Lingras, P., Wolski, M., Cornelis, C., Mitra, S., Wasilewski, P. (eds.) RSKT 2013. LNCS (LNAI), vol. 8171, pp. 325–337. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  17. Turk, M., Pentland, A.: Eigenfaces for recognition. Journal of Cognitive Neuroscience 3, 71–86 (1991)

    Article  Google Scholar 

  18. Chen, J., Huang, H., Tian, S., Qu, Y.: Feature selection for text classification with naïve bayes. Expert Systems with Applications 36, 5432–5435 (2009)

    Article  Google Scholar 

  19. Kleinbaum, D.G., Klein, M.: Logistic regression: A self-learning text. Springer (2010)

    Google Scholar 

  20. Zhang, Y., Zhou, Z.H.: Cost-sensitive face recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence 32, 1758–1769 (2010)

    Article  Google Scholar 

  21. Martinez, A.M., Benavente, R.: The AR face database. CVC Technical Report 24 (1998)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2014 Springer International Publishing Switzerland

About this paper

Cite this paper

Zhang, L., Li, H., Zhou, X., Huang, B., Shang, L. (2014). Cost-Sensitive Sequential Three-Way Decision for Face Recognition. In: Kryszkiewicz, M., Cornelis, C., Ciucci, D., Medina-Moreno, J., Motoda, H., Raś, Z.W. (eds) Rough Sets and Intelligent Systems Paradigms. Lecture Notes in Computer Science(), vol 8537. Springer, Cham. https://doi.org/10.1007/978-3-319-08729-0_39

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-08729-0_39

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-08728-3

  • Online ISBN: 978-3-319-08729-0

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics