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International Conference on Human Centered Computing

HCC 2016: Human Centered Computing pp 322–331Cite as

A High Dimensional Clustering Algorithm Based on Dynamic P System and Swarm Intelligence

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Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 9567))

Abstract

The purpose of this paper is to propose a new clustering algorithm, which combines membrane computing with one of swarm intelligence algorithm: ant colony algorithm. The new algorithm is called DPSC algorithm, which can cluster high dimensional data through membrane coefficient, radius and conditional communication rules and rewriting rules. The whole process of DPSC algorithm is shown by 9 points with 5 dimensions, which indicates the feasibility of the algorithm. All the processes are conducted in membranes. The DPSC algorithm provides an alternative for traditional computing.

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References

  1. Pǎun, G.: A quick introduction to membrane computing. J. Logic Algebraic Program. 79, 291–294 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  2. Pǎun, G.: Computing with membranes. J. Comput. Syst. Sci. 61(1), 108–143 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  3. Martin-Vide, C., Pazos, J., Pǎun, G., Rodriguez-Paton, A.: Tissue P systems. Theoret. Comput. Sci. 296(2), 295–326 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  4. Ionescu, M., Pǎun, G., Yokomori, T.: Spiking neural P systems. Fundamenta Informaticae 71(2–3), 279–308 (2006)

    MathSciNet  MATH  Google Scholar 

  5. Leporati, A.: Computational complexity of p systems with active membranes. In: Alhazov, A., Cojocaru, S., Gheorghe, M., Rogozhin, Y., Rozenberg, G., Salomaa, A. (eds.) CMC 2013. LNCS, vol. 8340, pp. 19–32. Springer, Heidelberg (2014)

    Chapter  Google Scholar 

  6. Hernandez, N.H.S., Juayong, R.A.B., Adorna, H.N.: Solving hard problems in evolution-communication P systems with energy. In: CMC14, Chisinau, Moldova, pp. 181–198 (2013)

    Google Scholar 

  7. Chen, X., Xu, X., Huang, J., et al.: TW-k-means: automated two-level variable weighting clustering algorithm for multi-view data. IEEE Trans. Knowl. Data Eng. 25(4), 932–945 (2013)

    Article  Google Scholar 

  8. Zeng, H., Cheung, Y.-M.: Semi-supervised maximum margin clustering with pairwise constraints. IEEE Trans. Knowl. Data Eng. 24(5), 926–940 (2012)

    Article  Google Scholar 

  9. Cardona, M., Colomer, A., Peréz-Jiménz, M.J., Zaragoza, A.: Hierarchical clustering with membrane. Computing 27, 185–204 (2013)

    Google Scholar 

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Acknowledgements

This research is supported by the Natural Science Foundation of China (No. 61170038, 61472231), Humanities and Social Sciences Project of the Ministry of Education of China (No. 12YJA630152), Outstanding Young Scientist Award Foundation of Shandong Province (No. BS2013DX037), A Project of Shandong Province Higher Educational Science and Technology Program (No. J15LN28).

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Authors and Affiliations

  1. School of Management Science and Engineering, Shandong Normal University, Jinan, Shandong, China

    Chenggong Qiu, Laisheng Xiang & Xiyu Liu

Authors
  1. Chenggong Qiu
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  2. Laisheng Xiang
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  3. Xiyu Liu
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Corresponding author

Correspondence to Xiyu Liu .

Editor information

Editors and Affiliations

  1. Wuhan, Hubei, China

    Qiaohong Zu

  2. Fujitsu Laboratories of Europe Ltd., Middlesex, United Kingdom

    Bo Hu

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© 2016 Springer International Publishing Switzerland

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Qiu, C., Xiang, L., Liu, X. (2016). A High Dimensional Clustering Algorithm Based on Dynamic P System and Swarm Intelligence. In: Zu, Q., Hu, B. (eds) Human Centered Computing. HCC 2016. Lecture Notes in Computer Science(), vol 9567. Springer, Cham. https://doi.org/10.1007/978-3-319-31854-7_29

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  • DOI: https://doi.org/10.1007/978-3-319-31854-7_29

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-31853-0

  • Online ISBN: 978-3-319-31854-7

  • eBook Packages: Computer ScienceComputer Science (R0)

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