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Network similarity and statistical analysis of earthquake seismic data

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  • Deyasi, Krishanu
  • Chakraborty, Abhijit
  • Banerjee, Anirban

Abstract

We study the structural similarity of earthquake networks constructed from seismic catalogs of different geographical regions. A hierarchical clustering of underlying undirected earthquake networks is shown using Jensen–Shannon divergence in graph spectra. The directed nature of links indicates that each earthquake network is strongly connected, which motivates us to study the directed version statistically. Our statistical analysis of each earthquake region identifies the hub regions. We calculate the conditional probability of the forthcoming occurrences of earthquakes in each region. The conditional probability of each event has been compared with their stationary distribution.

Suggested Citation

  • Deyasi, Krishanu & Chakraborty, Abhijit & Banerjee, Anirban, 2017. "Network similarity and statistical analysis of earthquake seismic data," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 481(C), pages 224-234.
  • Handle: RePEc:eee:phsmap:v:481:y:2017:i:c:p:224-234
    DOI: 10.1016/j.physa.2017.04.050
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    1. Sergio Currarini & Matthew O. Jackson & Paolo Pin, 2009. "An Economic Model of Friendship: Homophily, Minorities, and Segregation," Econometrica, Econometric Society, vol. 77(4), pages 1003-1045, July.
    2. Zhan, Choujun & Chen, Guanrong & Yeung, Lam F., 2010. "On the distributions of Laplacian eigenvalues versus node degrees in complex networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(8), pages 1779-1788.
    3. Chakraborty, Abhijit & Mukherjee, G. & Manna, S.S., 2015. "Weighted network analysis of earthquake seismic data," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 433(C), pages 336-343.
    4. S. Abe & N. Suzuki, 2007. "Dynamical evolution of clustering in complex network of earthquakes," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 59(1), pages 93-97, September.
    5. Stephen Johnson, 1967. "Hierarchical clustering schemes," Psychometrika, Springer;The Psychometric Society, vol. 32(3), pages 241-254, September.
    6. Dorogovtsev, S.N. & Goltsev, A.V. & Mendes, J.F.F. & Samukhin, A.N., 2004. "Random networks: eigenvalue spectra," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 338(1), pages 76-83.
    7. Abe, Sumiyoshi & Suzuki, Norikazu, 2009. "Violation of the scaling relation and non-Markovian nature of earthquake aftershocks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(9), pages 1917-1920.
    8. Abe, Sumiyoshi & Suzuki, Norikazu, 2009. "Scaling relation for earthquake networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(12), pages 2511-2514.
    9. S. Abe & N. Suzuki, 2005. "Scale-invariant statistics of period in directed earthquake network," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 44(1), pages 115-117, March.
    10. Abe, Sumiyoshi & Suzuki, Norikazu, 2004. "Small-world structure of earthquake network," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 337(1), pages 357-362.
    11. Abe, Sumiyoshi & Pastén, Denisse & Suzuki, Norikazu, 2011. "Finite data-size scaling of clustering in earthquake networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 390(7), pages 1343-1349.
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