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Complex Networks in Finance

In: Complex Networks and Dynamics

Author

Listed:
  • Anna Maria D’Arcangelis

    (University of Tuscia, DEIM)

  • Giulia Rotundo

    (La Sapienza University of Rome)

Abstract

The present paper can be considered as divided in two parts: in the first one, we provide a review of the methods of complex networks that have been mainly used in the applications to the analysis of financial data. We focus on the following topics: the usage of the correlation matrix, systemic risk, integrated ownership and control, board of directors, interbank networks, and mutual funds holdings structure. The second part shows this last subject and provides new analyses. The main findings outline that there are substantial differences in geographical allocation among the different European fund managers. Five larger European countries dominate the market of mutual funds. The belonging of UK and Swiss opt-outs of the eurozone could be a probable explanation for our results on community detection, that give a snapshot of a sort of ``geographical organization'' of the core of mutual funds portfolios.

Suggested Citation

  • Anna Maria D’Arcangelis & Giulia Rotundo, 2016. "Complex Networks in Finance," Lecture Notes in Economics and Mathematical Systems, in: Pasquale Commendatore & Mariano Matilla-García & Luis M. Varela & Jose S. Cánovas (ed.), Complex Networks and Dynamics, pages 209-235, Springer.
  • Handle: RePEc:spr:lnechp:978-3-319-40803-3_9
    DOI: 10.1007/978-3-319-40803-3_9
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    References listed on IDEAS

    as
    1. Lucia Bellenzier & Jørgen Vitting Andersen & Giulia Rotundo, 2015. "Contagion in the world's stock exchanges seen as a set of coupled oscillators," Documents de travail du Centre d'Economie de la Sorbonne 15078, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
    2. Lauren Cohen & Andrea Frazzini & Christopher Malloy, 2008. "The Small World of Investing: Board Connections and Mutual Fund Returns," Journal of Political Economy, University of Chicago Press, vol. 116(5), pages 951-979, October.
    3. Gai, Prasanna & Kapadia, Sujit, 2010. "Contagion in financial networks," Bank of England working papers 383, Bank of England.
    4. M. Gligor & M. Ausloos, 2007. "Cluster structure of EU-15 countries derived from the correlation matrix analysis of macroeconomic index fluctuations," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 57(2), pages 139-146, May.
    5. G. Bonanno & G. Caldarelli & F. Lillo & S. Micciché & N. Vandewalle & R. Mantegna, 2004. "Networks of equities in financial markets," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 38(2), pages 363-371, March.
    6. Giulia Rotundo & Anna D’Arcangelis, 2014. "Network of companies: an analysis of market concentration in the Italian stock market," Quality & Quantity: International Journal of Methodology, Springer, vol. 48(4), pages 1893-1910, July.
    7. R. Mantegna, 1999. "Hierarchical structure in financial markets," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 11(1), pages 193-197, September.
    8. Luca De Benedictis & Lucia Tajoli, 2011. "The World Trade Network," The World Economy, Wiley Blackwell, vol. 34(8), pages 1417-1454, August.
    9. Stefania Vitali & James B Glattfelder & Stefano Battiston, 2011. "The Network of Global Corporate Control," PLOS ONE, Public Library of Science, vol. 6(10), pages 1-6, October.
    10. J. Miśkiewicz & M. Ausloos, 2006. "G7 country Gross Domestic Product (GDP) time correlations. A graph network analysis," Springer Books, in: Hideki Takayasu (ed.), Practical Fruits of Econophysics, pages 312-316, Springer.
    11. Chapelle, Ariane & Szafarz, Ariane, 2005. "Controlling firms through the majority voting rule," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 355(2), pages 509-529.
    12. Rossi, Alberto G. & Blake, David & Timmermann, Allan & Tonks, Ian & Wermers, Russ, 2015. "Network centrality and pension fund performance," CFR Working Papers 15-16, University of Cologne, Centre for Financial Research (CFR).
    13. Ahmad K. Naimzada & Silvana Stefani & Anna Torriero (ed.), 2009. "Networks, Topology and Dynamics," Lecture Notes in Economics and Mathematical Systems, Springer, number 978-3-540-68409-1, October.
    14. Spiros Bougheas & Alan Kirman, 2015. "Complex Financial Networks and Systemic Risk: A Review," Dynamic Modeling and Econometrics in Economics and Finance, in: Pasquale Commendatore & Saime Kayam & Ingrid Kubin (ed.), Complexity and Geographical Economics, edition 127, pages 115-139, Springer.
    15. Miśkiewicz, Janusz & Ausloos, Marcel, 2010. "Has the world economy reached its globalization limit?," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(4), pages 797-806.
    16. Cetorelli, Nicola & Peristiani, Stavros, 2013. "Prestigious stock exchanges: A network analysis of international financial centers," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1543-1551.
    17. Sandoval, Leonidas & Franca, Italo De Paula, 2012. "Correlation of financial markets in times of crisis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(1), pages 187-208.
    18. Naylor, Michael J. & Rose, Lawrence C. & Moyle, Brendan J., 2007. "Topology of foreign exchange markets using hierarchical structure methods," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 382(1), pages 199-208.
    19. Gai, Prasanna & Haldane, Andrew & Kapadia, Sujit, 2011. "Complexity, concentration and contagion," Journal of Monetary Economics, Elsevier, vol. 58(5), pages 453-470.
    20. Grassi, Rosanna, 2010. "Vertex centrality as a measure of information flow in Italian Corporate Board Networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(12), pages 2455-2464.
    21. Alfonso Del Giudice & Nicoletta Marinelli & Stefania Vitali, 2014. "Sovereign Wealth Funds and Target Firms: Does 'Networking' Matter?," Journal of Financial Management, Markets and Institutions, Società editrice il Mulino, issue 2, pages 185-206, December.
    22. Ariane Chapelle & Ariane Szafarz, 2006. "Control consolidation with a threshold: an algorithm," Working Papers CEB 06-007.RS, ULB -- Universite Libre de Bruxelles.
    23. Markose, Sheri & Giansante, Simone & Shaghaghi, Ali Rais, 2012. "‘Too interconnected to fail’ financial network of US CDS market: Topological fragility and systemic risk," Journal of Economic Behavior & Organization, Elsevier, vol. 83(3), pages 627-646.
    24. M. D'Errico & R. Grassi & S. Stefani & A. Torriero, 2009. "Shareholding Networks and Centrality: An Application to the Italian Financial Market," Lecture Notes in Economics and Mathematical Systems, in: Ahmad K. Naimzada & Silvana Stefani & Anna Torriero (ed.), Networks, Topology and Dynamics, pages 215-228, Springer.
    25. repec:hal:wpaper:hal-01215620 is not listed on IDEAS
    26. Lucia Bellenzier & Jørgen Vitting Andersen & Giulia Rotundo, 2015. "Contagion in the world's stock exchanges seen as a set of coupled oscillators," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-01242303, HAL.
    27. K. Bhattacharya & G. Mukherjee & J. Saramaki & K. Kaski & S. S. Manna, 2007. "The International Trade Network: weighted network analysis and modelling," Papers 0707.4343, arXiv.org, revised Mar 2008.
    28. David Brookfield & Halim Boussabaine & Chen Su, 2013. "Identifying reference companies using the book-to-market ratio: a minimum spanning tree approach," The European Journal of Finance, Taylor & Francis Journals, vol. 19(6), pages 466-490, July.
    29. Rama Cont & Amal Moussa & Edson B Santos, 2013. "Network structure and systemic risk in banking systems," Post-Print hal-00912018, HAL.
    30. Yaron Leitner, 2005. "Financial Networks: Contagion, Commitment, and Private Sector Bailouts," Journal of Finance, American Finance Association, vol. 60(6), pages 2925-2953, December.
    31. Gabbi, G. & Germano, G. & Hatzopoulos, V. & Iori, G. & Politi, M., 2012. "Market microstructure, bank's behaviour and interbank spreads," Working Papers 12/06, Department of Economics, City University London.
    32. Lucia Bellenzier & Jørgen Vitting Andersen & Giulia Rotundo, 2015. "Contagion in the world's stock exchanges seen as a set of coupled oscillators," Post-Print halshs-01242303, HAL.
    33. Petre Caraiani, 2013. "Using Complex Networks to Characterize International Business Cycles," PLOS ONE, Public Library of Science, vol. 8(3), pages 1-13, March.
    34. Gligor, Mircea & Ausloos, Marcel, 2008. "Convergence and Cluster Structures in EU Area according to Fluctuations in Macroeconomic Indices," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 23, pages 297-330.
    35. Ester Pantaleo & Michele Tumminello & Fabrizio Lillo & Rosario Mantegna, 2011. "When do improved covariance matrix estimators enhance portfolio optimization? An empirical comparative study of nine estimators," Quantitative Finance, Taylor & Francis Journals, vol. 11(7), pages 1067-1080.
    36. Cathline Augustiani & Lorenzo Casavecchia & Jack Gray, 2015. "Managerial Sharing, Mutual Fund Connections, and Performance," International Review of Finance, International Review of Finance Ltd., vol. 15(3), pages 427-455, September.
    37. D. Garlaschelli & M. I. Loffredo, 2004. "Fitness-dependent topological properties of the World Trade Web," Papers cond-mat/0403051, arXiv.org, revised Oct 2004.
    38. J. Gower & P. Legendre, 1986. "Metric and Euclidean properties of dissimilarity coefficients," Journal of Classification, Springer;The Classification Society, vol. 3(1), pages 5-48, March.
    39. Michael Boss & Helmut Elsinger & Martin Summer & Stefan Thurner, 2004. "Network topology of the interbank market," Quantitative Finance, Taylor & Francis Journals, vol. 4(6), pages 677-684.
    40. Lawrence J. White, 2014. "The Basics of "Too Big to Fail"," Working Papers 14-07, New York University, Leonard N. Stern School of Business, Department of Economics.
    41. Ettore Croci & Rosanna Grassi, 2014. "The economic effect of interlocking directorates in Italy: new evidence using centrality measures," Computational and Mathematical Organization Theory, Springer, vol. 20(1), pages 89-112, March.
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    Cited by:

    1. D'Arcangelis, Anna Maria & Rotundo, Giulia, 2021. "Herding in mutual funds: A complex network approach," Journal of Business Research, Elsevier, vol. 129(C), pages 679-686.
    2. D’Arcangelis, Anna Maria & Levantesi, Susanna & Rotundo, Giulia, 2021. "A complex networks approach to pension funds," Journal of Business Research, Elsevier, vol. 129(C), pages 687-702.
    3. Bahrami, Mohammad & Chinichian, Narges & Hosseiny, Ali & Jafari, Gholamreza & Ausloos, Marcel, 2020. "Optimization of the post-crisis recovery plans in scale-free networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 540(C).
    4. Larissa M. Batrancea & Mehmet Ali Balcı & Leontina Chermezan & Ömer Akgüller & Ema Speranta Masca & Lucian Gaban, 2022. "Sources of SMEs Financing and Their Impact on Economic Growth across the European Union: Insights from a Panel Data Study Spanning Sixteen Years," Sustainability, MDPI, vol. 14(22), pages 1-18, November.
    5. Vipul Satone & Dhruv Desai & Dhagash Mehta, 2021. "Fund2Vec: Mutual Funds Similarity using Graph Learning," Papers 2106.12987, arXiv.org.
    6. Ahmad Hajihasani & Ali Namaki & Nazanin Asadi & Reza Tehrani, 2020. "Non-Extensive Value-at-Risk Estimation During Times of Crisis," Papers 2005.09036, arXiv.org, revised Jan 2021.
    7. Jianing Li & Jie Fan & Ling Zhu & Xiaohua Wu & Chunyu Luo & Wei Wang, 2023. "Construction of vaccination network and influencing factors: a case study of Chongqing, China," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-12, December.
    8. Jean-Philippe Aguilar & Jan Korbel & Nicolas Pesci, 2021. "On the Quantitative Properties of Some Market Models Involving Fractional Derivatives," Mathematics, MDPI, vol. 9(24), pages 1-24, December.

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