Journal of the Korean Physical Society

, Volume 71, Issue 7, pp 444–451 | Cite as

Changes of hierarchical network in local and world stock market

  • Enayet Ullah Patwary
  • Jong Youl Lee
  • Ashadun Nobi
  • Doo Hwan Kim
  • Jae Woo Lee
Brief Reports
  • 47 Downloads

Abstract

We consider the cross-correlation coefficients of the daily returns in the local and global stock markets. We generate the minimal spanning tree (MST) using the correlation matrix. We observe that the MSTs change their structure from chain-like networks to star-like networks during periods of market uncertainty. We quantify the measure of the hierarchical network utilizing the value of the hierarchy measured by the hierarchical path. The hierarchy and betweenness centrality characterize the state of the market regarding the impact of crises. During crises, the non-financial company is established as the central node of the MST. However, before the crisis and during stable periods, the financial company is occupying the central node of the MST in the Korean and the U.S. stock markets. The changes in the network structure and the central node are good indicators of an upcoming crisis.

Keywords

Minimal spanning tree Stock market Hierarchy Complex network 

PACS numbers

89.65.Gh 

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. [1]
    J. P. Bouchaud and M. Potters, Theory of Financial Risk (Cambridge University Press, Cambridge, 2000).MATHGoogle Scholar
  2. [2]
    R. N. Mantegna and H. E. Stanley, An introduction to Econophysics (Cambridge University Press, Cambridge, 2000).MATHGoogle Scholar
  3. [3]
    V. Plerou, P. Gopikrishnan, B. Rosenow, L. A. N. Amaral and H. E. Stanley, Phys. Rev. Lett. 83, 1471 (1999).ADSCrossRefGoogle Scholar
  4. [4]
    V. Plerou, P. Gopikrishnan, B. Rosenow, L. A. N. Amaral, T. Guhr and H. E. Stanley, Phys. Rev. E 65, 066126 (2002).ADSCrossRefGoogle Scholar
  5. [5]
    R. N. Mantegna, European Physical Journal B 11, 193 (1999).ADSCrossRefGoogle Scholar
  6. [6]
    J-P. Onnella, A. Chakraborti, K. Kaski, J. Kertesz and A. Kanto, Phys. Rev. E 68, 056110 (2003).ADSCrossRefGoogle Scholar
  7. [7]
    N. Vandewalle, F. Brisbois and X. Tordoir, Quantitavie Finance 1, 261 (2001).Google Scholar
  8. [8]
    P. Sieczka and J. A. Holyst, Physica A 388, 1621 (2009).ADSCrossRefGoogle Scholar
  9. [9]
    R. K. Pan and S. Sinha, Phys. Rev. E 76, 046116 (2007).ADSCrossRefGoogle Scholar
  10. [10]
    M. Eryigit and R. Eryigit, Physica A 388, 3551 (2009).ADSCrossRefGoogle Scholar
  11. [11]
    A. Nobi, S. E. Maeng, G. H. Ha and J.W. Lee, Physica A 407, 135 (2014).ADSCrossRefGoogle Scholar
  12. [12]
    G. Oh, Physica A 396, 261 (2014).ADSCrossRefGoogle Scholar
  13. [13]
    A. Nobi, S. E. Maeng, G. H. Ha and J. W. Lee, J. Korean Phys. Soc. 62, 569 (2013).ADSCrossRefGoogle Scholar
  14. [14]
    B. Podobnik, D. Wang, D. Horvatic, I. Grosse and H. E. Stanley, EPL 90, 68001 (2010).ADSCrossRefGoogle Scholar
  15. [15]
    T. Qiu, B. Zheng and G. Chen, New J. Phys. 12, 043047 (2010).CrossRefGoogle Scholar
  16. [16]
    R. Quax, D. Kandhai and P. M. A. Sloot, Sci. Rep. 3, 1 (2013).CrossRefGoogle Scholar
  17. [17]
    D-M. Song, M. Tumminello, W-X. Zhou and R. N. Mantegna, Phys. Rev. E 84, 026108 (2011).ADSCrossRefGoogle Scholar
  18. [18]
    B. M. Tabak, T. R. Serra and D. O. Cajueiro, Eur. Phys. J. B 74, 243 (2010).ADSCrossRefGoogle Scholar
  19. [19]
    D. Wang, B. Podobnik, D. Horvatic and H. E. Stanley, Phys. Rev. E 83, 046121 (2011).ADSCrossRefGoogle Scholar
  20. [20]
    C. Yang, Y. Shen and B. Xia, Mod. Phys. Lett. B 27, 1350022 (2013).ADSCrossRefGoogle Scholar
  21. [21]
    Z. Zheng, B. Podobnik, L. Feng and B. Li, Sci. Rep 2, 00888 (2012).ADSCrossRefGoogle Scholar
  22. [22]
    Z. Zheng, K. Yamasaki, J. N. Tenenbaumand H. E. Stanley, Phys. Rev. E 87, 012814 (2013).ADSCrossRefGoogle Scholar
  23. [23]
    A. Nobi, S. Lee, D. H. Kim and J. W. Lee, Physics Letters A 378, 2482 (2014).ADSCrossRefGoogle Scholar
  24. [24]
    A. Nobi and J. W. Lee, Physica A 450, 85 (2016).ADSCrossRefGoogle Scholar
  25. [25]
    E. Kantar, M. Keskin and B. Meviren, Physica A 391, 2342 (2012).ADSCrossRefGoogle Scholar
  26. [26]
    S. Kumar and N. Deo, Phys. Rev. E 86, 026101 (2012).ADSCrossRefGoogle Scholar
  27. [27]
    D. J. Fenn, A. M. Meson, S. Porter Williams, M. Mc-Donald, N. F. Johnson and N. S. Jones, Phys. Rev. E 84, 026109 (2011).ADSCrossRefGoogle Scholar
  28. [28]
    W. Q. Huang, X. T. Zhuang and S. Yao, Physica A 388, 2956 (2009).ADSCrossRefGoogle Scholar
  29. [29]
    J. He and D. W. Deem, Phys. Rev. Lett. 105, 198701 (2010).ADSCrossRefGoogle Scholar
  30. [30]
    A. Namaki, A. H. Shirazi, R. Raei and G. R. Jafari, Physica A 390, 3835 (2012).ADSCrossRefGoogle Scholar
  31. [31]
    M. Wilinski, A. Sienkiewicz, T. Gubiec, R. Kutner and Z. R. Struzik, Physica A 392, 5963 (2013).ADSCrossRefGoogle Scholar
  32. [32]
    A. Sienkiewicz, T. Gubiec, R. Kutner and Z. R. Struzik, Acta Physica Polonica A 123, 615 (2013).CrossRefGoogle Scholar
  33. [33]
    X-G. Yan, C. Xie and G-J. Wang, Europhysics Letters 107, 48002 (2014).ADSCrossRefGoogle Scholar
  34. [34]
    G. J. Wang and C. Xie, Physica A 424, 176 (2015).CrossRefGoogle Scholar
  35. [35]
    J. G. Brida, D. Matesanz and M. N. Seijas, Physica A 444, 751 (2016).ADSCrossRefGoogle Scholar
  36. [36]
    G. J. Wang and C. Xie, Expert Systems with Applications 46, 164 (2016).CrossRefGoogle Scholar
  37. [37]
    A. Nobi, S. Alam and J. W. Lee, Physica A 482, 337 (2017).ADSCrossRefGoogle Scholar
  38. [38]
    G-G. Ha, J. W. Lee and A. Nobi, J. Korean Phys. Soc. 66, 1802 (2015).ADSCrossRefGoogle Scholar
  39. [39]
    A. Nobi, S. E. Maeng, G. H. Ha and J. W. Lee, J. Korean Phys. Soc. 66, L1153 (2015).ADSCrossRefGoogle Scholar
  40. [40]
    J. I. Choi, G. Oh and K-D. Lee, New Physics: Sae Mulli 67, 615 (2017).Google Scholar
  41. [41]
    A. Park and G. Oh, New Physics: Sae Mulli 67, 621 (2017).Google Scholar
  42. [42]
    Yahoo finance.Google Scholar
  43. [43]
    J. B. Kruskal, Proc. Am. Math. Soc. 7, 48 (1956).CrossRefGoogle Scholar
  44. [44]
    T. H. Cormen, C. E. Leiserson, R. L. Rivest and C. Stein, Introduction to Algorithm (MIT Press, Cambridge, 2009).MATHGoogle Scholar

Copyright information

© The Korean Physical Society 2017

Authors and Affiliations

  • Enayet Ullah Patwary
    • 1
  • Jong Youl Lee
    • 1
  • Ashadun Nobi
    • 2
  • Doo Hwan Kim
    • 3
  • Jae Woo Lee
    • 3
  1. 1.Department of Public AdministrationIncheon National UniversityIncheonKorea
  2. 2.Department of Computer Science and Telecommunication EngineeringNoakhali Science and Technology UniversityNoakhaliBangladesh
  3. 3.Department of PhysicsInha UniversityIncheonKorea

Personalised recommendations