A modified multilevel approach to the dynamic hierarchical clustering for complex types of shapes

Authors

  • Tetyana Shatovska Kharkiv National University of Radio Electronics Lenina 14, Kharkov, 61166, Ukraine
  • Oksana Onoprienko Kharkiv National University of Radio Electronics Lenina 14, Kharkov, 61166, Ukraine
  • Artem Fedorov Kharkiv National University of Radio Electronics Lenina 14, Kharkov, 61166, Ukraine

DOI:

https://doi.org/10.15587/1729-4061.2012.3908

Keywords:

Chameleon, data mining, clustering

Abstract

In this paper we present a modified hierarchical clustering algorithm that used the main idea of Chameleon and the effectiveness of suggested approach will be demonstrated by the experimental results

Author Biographies

Tetyana Shatovska, Kharkiv National University of Radio Electronics Lenina 14, Kharkov, 61166

Ph.D., docent

Department of  Software engineering

Oksana Onoprienko, Kharkiv National University of Radio Electronics Lenina 14, Kharkov, 61166

Student

Department of  Software engineering

Artem Fedorov, Kharkiv National University of Radio Electronics Lenina 14, Kharkov, 61166

Student

Department of  Software engineering

References

  1. Alpert, C. J. Multilevel circuit partitioning [Text] / C. J. Alpert, J. H. Huang, A. B. Kahng // 34th ACM/IEEE Design Automation Conference – Anaheim, 1997 – pp. 530-533 .
  2. Guha S. ROCK: Robust Clustering using links [Text] / S. Guha, R. Rastogi, K. Shim // Proceedings of the International Conference on Data Engineering ICDE'99 – San Diego, 1999.
  3. Karypis G. Multilevel hypergraph partitioning: Application in VLSI domain [Text] / G. Karypis , R. Aggarwal, V. Kumar, Sh. Shekhar // Proceedings of the Design and Automation Conference – 1997.
  4. Karypis G. hMETIS 1.5.3: A hypergraph partitioning package .Technical report [Text] / G. Karypis V. Kumar // Department of Computer Science, University of Minnesota –1998.
  5. Karypis G. CHAMELEON: A Hierarchical Clustering Algorithms Using Dynamic Modeling [Text] / G. Karypis, E.-H. Han, V. Kumar // IEEE Computer – 1999 – 32(8) – pp. 68- 75.
  6. Karypis G. Multilevel k-way hypergraph partitioning [Text]/ G. Karypis, V. Kumar // Proceedings of the Design and Automation Conference –1999.
  7. Karypis G. CLUTO 2.1.1. A Clustering Toolkit. Technical report [Text] // Department of Computer Science, University of Minnesota – 2003.
  8. Computer Science & Engineering [Electronic resource] – Access mode : WWW/ URL: http://www.cs.umn.edu/˜karypis – Title from the screen.
  9. Mitchell T. M. Machine Learning [Text] / T. M. Mitchell – McGraw Hill, 1997 – 414 p.
  10. Zhang T. BIRCH: an efficient data clustering method for very large databases/ T. Zhang, R. Ramakrishnan, M. Livny// SIGMOD'96 – 1996 – pp. 103-114

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Published

2012-04-01

How to Cite

Shatovska, T., Onoprienko, O., & Fedorov, A. (2012). A modified multilevel approach to the dynamic hierarchical clustering for complex types of shapes. Eastern-European Journal of Enterprise Technologies, 2(11(56), 11–14. https://doi.org/10.15587/1729-4061.2012.3908

Issue

Vol. 2 No. 11(56) (2012): Applied information technologies

Section

Applied Information Technology

License

Copyright (c) 2014 Tetyana Shatovska, Oksana Onoprienko, Artem Fedorov

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