Measuring, modeling, and managing systemic risk: the missing aspect of human agency

References

• Acharya, V. V., L. H. Pedersen, T. Philippon, and M. Richardson. 2010. “Measuring Systemic Risk.” AFA 2011 Denver Meetings Paper. SSRN eLibrary. Available at https://ssrn.com/abstract=1573171 or http://dx.doi.org/10.2139/ssrn.1573171.
   Google Scholar
• Adrian, T., and M. K. Brunnermeier. 2011. “ CoVaR.” NBER Working Paper No. 17454.
   Google Scholar
• Albert, R., and A.-L. Barabási. 2002. “Statistical Mechanics of Complex Networks.” Reviews of Modern Physics 74: 47–97. doi:10.1103/RevModPhys.74.47.
   Web of Science ®Google Scholar
• Albert, R., H. Jeong, and A.-L. Barabási. 2000. “Error and Attack Tolerance of Complex Networks.” Nature 406 (6794): 378–382. doi:10.1038/35019019.
   PubMed Web of Science ®Google Scholar
• Allen, F., and D. Gale. 2000. “Financial Contagion.” Journal of Political Economy 108 (1): 1–33. doi:10.1086/262109.
   Web of Science ®Google Scholar
• Allen, F., A. Babus, and E. Carletti. 2012. “Asset Commonality, Debt Maturity and Systemic Risk.” Journal of Financial Economics 104 (3): 519–534. doi:10.1016/j.jfineco.2011.07.003.
   Web of Science ®Google Scholar
• Allesina, S., and S. Tang. 2012. “Stability Criteria for Complex Ecosystems.” Nature 483 (7388): 205–208. doi:10.1038/nature10832.
   PubMed Web of Science ®Google Scholar
• Amini, H., R. Cont, and A. Minca. 2016. “Resilience to Contagion in Financial Networks.” Mathematical Finance 26 (2): 329–365. doi:10.1111/mafi.12051.
   Web of Science ®Google Scholar
• Axelrod, R., and M. D. Cohen. 1999. Harnessing Complexity. New York: The Free Press.
   Google Scholar
• Bak, P., and M. Paczuski. 1995. “Complexity, Contingency, and Criticality.” Proceedings of the National Academy of Sciences of the United States of America 92 (15): 6689–6696. doi:10.1073/pnas.92.15.6689.
   PubMed Web of Science ®Google Scholar
• Battiston, S., M. Puliga, R. Kaushik, P. Tasca, and G. Caldarelli. 2012a. “Debtrank: Too Central to Fail? Financial Networks, the FED and Systemic Risk.” Scientific Reports 2: 541. doi:10.1038/srep00541.
   PubMed Web of Science ®Google Scholar
• Battiston, S., D. D. Gatti, M. Gallegati, B. Greenwald, and J. E. Stiglitz. 2012b. “Liaisons Dangereuses: Increasing Connectivity, Risk Sharing, and Systemic Risk.” Journal of Economic Dynamics and Control 36 (8): 1121–1141.
   Web of Science ®Google Scholar
• Beck, U. 1992. Risk Society. London: Sage.
   Google Scholar
• Beck, U. 1999. World Risk Society. Cambridge: Polity Press.
   Google Scholar
• Bouchaud, J. P. 2013. “Crises and Collective Socio-Economic Phenomena: Simple Models and Challenges.” Journal of Statistical Physics 151 (3–4): 567–606. doi:10.1007/s10955-012-0687-3.
   Web of Science ®Google Scholar
• Boss, M., M. Summer, and S. Thurner. 2004. “Contagion Flow through Banking Networks.” In Computational Science—ICCS 2004. Vol. 3038 of Lecture Notes in Computer Science, edited by M. Bubak, G. D. van Albada, P. M. A. Sloot, and J. Dongarra, 1070–1077. Berlin, Heidelberg: Springer.
   Google Scholar
• Boss, M., H. Elsinger, M. Summer, and S. Thurner. 2005. “The Network Topology of the Interbank Market.” Quantitative Finance 4 (6): 677–684. doi:10.1080/14697680400020325.
   Web of Science ®Google Scholar
• Brechmann, E. C., K. Hendrich, and C. Czado. 2013. “Conditional Copula Simulation for Systemic Risk Stress Testing.” Insurance: Mathematics and Economics 53 (3): 722–732. doi:10.1016/j.insmatheco.2013.09.009.
   Web of Science ®Google Scholar
• Brownlees, C., and R. F. Engle. 2017. “SRISK: A Conditional Capital Shortfall Measure of Systemic Risk.” Review of Financial Studies 30 (1): 48–79. doi:10.1093/rfs/hhw060.
   Web of Science ®Google Scholar
• Brummitt, C. D., R. M. D'Souza, and E. A. Leicht. 2012. “Suppressing Cascades of Load in Interdependent Networks.” Proceedings of the National Academy of Sciences of the United States of America 109 (12): E680–E689. doi:10.1073/pnas.1110586109.
   PubMed Web of Science ®Google Scholar
• Caccioli, F., M. Shrestha, C. Moore, and J. D. Farmer. 2014. “Stability Analysis of Financial Contagion Due to Overlapping Portfolios.” Journal of Banking & Finance 46: 233–245. doi:10.1016/j.jbankfin.2014.05.021.
   Web of Science ®Google Scholar
• Callaway, D. S., M. E. J. Newman, S. H. Strogatz, and D. J. Watt. 2000. “Network Robustness and Fragility: Percolation on Random Graphs.” Physical Review Letters 85 (25): 5468–5471. doi:10.1103/PhysRevLett.85.5468.
   PubMed Web of Science ®Google Scholar
• Castellano, R., and R. Giacometti. 2012. “Credit Default Swaps: Implied Ratings versus Official Ones.” 4OR 10 (2): 163–180. doi:10.1007/s10288-011-0195-3.
   Google Scholar
• Centeno, M. A., M. Nag, T. S. Patterson, A. Shaver, and A. J. Windawi. 2015. “The Emergence of Global Systemic Risk.” Annual Review of Sociology 41 (1): 65–85. doi:10.1146/annurev-soc-073014-112317.
   Web of Science ®Google Scholar
• Cline, W. R. 1984. International Debt: Systemic Risk and Policy Response (Policy Analyses in International Economics). Washington: Peterson Institute for International Economics.
   Google Scholar
• Cohen, R., K. Erez, D. Ben-Avraham, and S. Havlin. 2000. “Resilience of the Internet to Random Breakdowns.” Physical Review Letters 85 (21): 4626. doi:10.1103/PhysRevLett.85.4626.
   PubMed Web of Science ®Google Scholar
• Colon, C., and M. Ghil. 2017. “Economic Networks: Heterogeneity-Induced Vulnerability and Loss of Synchronization.” Chaos 27 (12): 126703. doi:10.1063/1.5017851.
   PubMed Web of Science ®Google Scholar
• Colon, C., Å. Brännström, E. Rovenskaya, and U. Dieckmann. 2017. The Fragmentation of Production Amplifies Systemic Risk in Supply Chains (submitted).
   Google Scholar
• Cont, R., A. Moussa, and E. B. Santos. 2010. “Network Structure and Systemic Risk in Banking Systems.” SSRN eLibrary. Available at https://ssrn.com/abstract=1733528 or http://dx.doi.org/10.2139/ssrn.1733528.
   Google Scholar
• Cooley, T., T. Philippon, V. Acharya, L. Pedersen, and M. P. Richardson. 2009. “Regulating Systemic Risk.” In Restoring Financial Stability: How to Repair a Failed System, edited by V. Acharya and M. P. Richardson, 277–303. New York: Wiley.
   Google Scholar
• Crucitti, P., V. Latora, and M. Marchiori. 2004a. “A Topological Analysis of the Italian Electric Power Grid.” Physica A: Statistical Mechanics and Its Applications 338 (1–2): 92–97. doi:10.1016/j.physa.2004.02.029.
   Web of Science ®Google Scholar
• Crucitti, P., V. Latora, and M. Marchiori. 2004b. “Model for Cascading Failures in Complex Networks.” Physical Review E 69 (4): 045104. doi:10.1103/PhysRevE.69.045104.
   Web of Science ®Google Scholar
• DeAngelis, D. L., and J. C. Waterhouse. 1987. “Equilibrium and Nonequilibrium Concepts in Ecological Models.” Ecological Monographs 57 (1): 1–21. doi:10.2307/1942636.
   Web of Science ®Google Scholar
• Delli Gatti, D., M. Gallegati, B. C. Greenwald, A. Russo, and J. E. Stiglitz. 2009. “Business Fluctuations and Bankruptcy Avalanches in an Evolving Network Economy.” Journal of Economic Interaction and Coordination 4 (2): 195–212. doi:10.1007/s11403-009-0054-x.
   Web of Science ®Google Scholar
• Delpini, D., S. Battiston, M. Riccaboni, G. Gabbi, F. Pammolli, and G. Caldarelli. 2013. “Evolution of Controllability in Interbank Networks.” Scientific Reports 3: 1626.doi:10.1038/srep01626.
   PubMed Web of Science ®Google Scholar
• Dodds, P. S., and D. J. Watts. 2004. “Universal Behavior in a Generalized Model of Contagion.” Physical Review Letters 92 (21): 218701. doi:10.1103/PhysRevLett.92.218701.
   PubMed Web of Science ®Google Scholar
• Dunne, J. A., R. J. Williams, and N. D. Martinez. 2002. “Network Structure and Biodiversity Loss in Food Webs: Robustness Increases with Connectance.” Ecology Letters 5 (4): 558–567. doi:10.1046/j.1461-0248.2002.00354.x.
   Web of Science ®Google Scholar
• Elsinger, H., A. Lehar, and M. Summer. 2006. “Risk Assessment for Banking Systems.” Management Science 52 (9): 1301–1314. doi:10.1287/mnsc.1060.0531.
   Web of Science ®Google Scholar
• Ermakoff, I. 2015. “The Structure of Contingency.” American Journal of Sociology 121 (1): 64–125. doi:10.1086/682026.
   Web of Science ®Google Scholar
• Feinstein, Z., B. Rudloff, and S. Weber. 2017. “Measures of Systemic Risk.” SIAM Journal on Financial Mathematics 8 (1): 672–708. doi:10.1137/16M1066087.
   Web of Science ®Google Scholar
• Farmer, D. J., and J. Geanakoplos. 2009. “Hyperbolic Discounting Is Rational: Valuing the Far Future with Uncertain Discount Rates.” SSRN eLibrary. Available at https://ssrn.com/abstract=1448811 or http://dx.doi.org/10.2139/ssrn.1448811.
   Google Scholar
• Fischhoff, B. 1975. “Hindsight Is Not Equal to Foresight: The Effect of Outcome Knowledge on Judgment under Uncertainty.” Journal of Experimental Psychology: Human Perception and Performance 1 (3): 288–299. doi:10.1037/0096-1523.1.3.288.
   Web of Science ®Google Scholar
• Florin, M., and J. Xu. 2014. Risk Governance: An Overview of Drivers and Success Factors. Lausanne, Switzerland: International Risk Governance Council (IRGC).
   Google Scholar
• Florin, M. V., A. Nursimulu, B. Trump, K. Bejtullahu, S. Pfeiffer, D. N. Bresch, M. Asquith, I. Linkov, M. Merad, J. Marshall, and J. O’Brien, eds. 2018. IRGC Guidelines for the Governance of Systemic Risks. Zürich, Switzerland: ETH Zürich.
   Google Scholar
• Folke, C., S. Carpenter, B. Walker, M. Scheffer, T. Elmqvist, L. Gunderson, and C. S. Holling. 2004. “Regime Shifts, Resilience, and Biodiversity in Ecosystem Management.” Annual Review of Ecology, Evolution, and Systematics 35 (1): 557–581. doi:10.1146/annurev.ecolsys.35.021103.105711.
   Web of Science ®Google Scholar
• Frank, A. J., M. G. Collins, S. A. Levin, A. W. Lo, J. Ramo, U. Dieckmann, V. Kremenyuk, et al. 2014. “Dealing with Femtorisks in International Relations.” Proceedings of the National Academy of Sciences of the United States of America 111 (49): 17356–17362. doi:10.1073/pnas.1400229111.
   PubMed Web of Science ®Google Scholar
• Fujiwara, Y. 2008. “Chain of Firms’ Bankruptcy: A Macroscopic Study of Link Effect in a Production Network.” Advances in Complex Systems 11 (5): 703–717. doi:10.1142/S0219525908001994.
   Web of Science ®Google Scholar
• Gardiner, C. W. 2004. Handbook of Stochastic Methods: For Physics, Chemistry and the Natural Sciences. New York: Springer.
   Google Scholar
• Gardner, M. R., and W. R. Ashby. 1970. “Connectance of Large Dynamic (Cybernetic) Systems: Critical Values for Stability.” Nature 228 (5273): 784. doi:10.1038/228784a0.
   PubMed Web of Science ®Google Scholar
• Gai, P., and S. Kapadia. 2010. “Contagion in Financial Networks.” Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences 466 (2120): 2401–2423. doi:10.1098/rspa.2009.0410.
   Web of Science ®Google Scholar
• Georg, C. P. 2013. “The Effect of the Interbank Network Structure on Contagion and Common Shocks.” Journal of Banking & Finance 37 (7): 2216–2228. doi:10.1016/j.jbankfin.2013.02.032.
   Web of Science ®Google Scholar
• Geneva Association. 2010. Systemic Risk in Insurance: An Analysis of Insurance and Financial Stability. Special Report of the Geneva Association Systemic Risk Working Group. The Geneva Association (The International Association for the Study of Insurance Economics).
   Google Scholar
• Giddens, A. 1991. Modernity and Self-Identity: Self and Society in the Late Modern Age. Cambridge: Polity Press.
   Google Scholar
• Gleeson, J. P., and D. J. Cahalane. 2007. “Seed Size Strongly Affects Cascades on Random Networks.” Physical Review E 75 (5): 056103. doi:10.1103/PhysRevE.75.056103.
   Web of Science ®Google Scholar
• Granovetter, M. 1978. “Threshold Models of Collective Behavior.” American Journal of Sociology 83 (6): 1420–1443. doi:10.1086/226707.
   Web of Science ®Google Scholar
• Göler, D. 2015. “Wenn normative Macht zur geostrategischen Herausforderung wird: Überlegungen zur aktuellen Ukraine-Krise.” Zeitschrift Für Politik 62 (3): 289–305. doi:10.5771/0044-3360-2015-3-289.
   Google Scholar
• Haldane, A. G., and R. M. May. 2011. “Systemic Risk in Banking Ecosystems.” Nature 469 (7330): 351–355. doi:10.1038/nature09659.
   PubMed Web of Science ®Google Scholar
• Hanel, R., S. A. Kauffman, and S. Thurner. 2007. “Towards a Physics of Evolution: Critical Diversity Dynamics at the Edges of Collapse and Bursts of Diversification.” Physical Review E 76 (3): 030101. doi:10.1103/PhysRevE.76.036110.
   Web of Science ®Google Scholar
• Henley, E. J., and H. Kumamoto. 1981. Reliability Engineering and Risk Assessment. Upper Saddle River, NJ: Prentice-Hall.
   Google Scholar
• Helbing, D. 2013. “Globally Networked Risks and How to Respond.” Nature 497 (7447): 51–59. doi:10.1038/nature12047.
   PubMed Web of Science ®Google Scholar
• Hindmoor, A., and A. McConnell. 2013. “Why Didn’t They See It Coming? Warning Signs, Acceptable Risks and the Global Financial Crisis.” Political Studies 61 (3): 543–560. doi:10.1111/j.1467-9248.2012.00986.x.
   Web of Science ®Google Scholar
• Holling, C. S. 1973. “Resilience and Stability of Ecological Systems.” Annual Review of Ecology and Systematics 4 (1): 1–23. doi:10.1146/annurev.es.04.110173.000245.
   Google Scholar
• Huang, X., H. Zhou, and H. Zhu. 2009. “A Framework for Assessing the Systemic Risk of Major Financial Institutions.” Journal of Banking & Finance 33 (11): 2036–2049. doi:10.1016/j.jbankfin.2009.05.017.
   Web of Science ®Google Scholar
• Huang, X., H. Zhou, and H. Zhu. 2010. “Systemic Risk Contributions.” Journal of Financial Services Research 42: 1–29. doi:10.1007/s10693-011-0117-8.
   Web of Science ®Google Scholar
• IPCC. 2012. Managing the Risks of Extreme Events and Disasters to Advance Climate Change Adaptation. A Special Report of Working Groups I and II of the Intergovernmental Panel on Climate Change. Cambridge: Cambridge University Press.
   Google Scholar
• Ives, A. R., and S. R. Carpenter. 2007. “Stability and Diversity of Ecosystems.” Science 317 (5834): 58–62. doi:10.1126/science.1133258.
   PubMed Web of Science ®Google Scholar
• Jain, S., and S. Krishna. 2001. “A Model for the Emergence of Cooperation, Interdependence, and Structure in Evolving Networks.” Proceedings of the National Academy of Sciences of the United States of America 98 (2): 543–547. doi:10.1073/pnas.98.2.543.
   PubMed Web of Science ®Google Scholar
• Kasperson, R. E., ed. 2017. Risk Conundrums: Solving Unsolvable Problems. London: Taylor & Francis.
   Google Scholar
• Kessler, D. 2014. “Why (Re)Insurance Is Not Systemic.” Journal of Risk and Insurance 81 (3): 477–488. doi:10.1111/j.1539-6975.2013.12007.x.
   Web of Science ®Google Scholar
• Kirman, A. 1997. “The Economy as an Evolving Network.” Journal of Evolutionary Economics 7 (4): 339–353. doi:10.1007/s001910050047.
   Web of Science ®Google Scholar
• Kondoh, M. 2003. “Foraging Adaptation and the Relationship between Food-Web Complexity and Stability.” Science 299 (5611): 1388–1391. doi:10.1126/science.1079154.
   PubMed Web of Science ®Google Scholar
• Kunreuther, H. C., M. V. Pauly, and S. McMorrow. 2013. Insurance and Behavioral Economics: Improving Decisions in the Most Misunderstood Industry. Cambridge: Cambridge University Press.
   Google Scholar
• Linnerooth-Bayer, J., and S. Hochrainer-Stigler. 2015. “Financial Instruments for Disaster Risk Management and Climate Change Adaptation.” Climatic Change 133 (1): 85–100.
   Web of Science ®Google Scholar
• Little, R. G. 2002. “Controlling Cascading Failure: Understanding the Vulnerabilities of Interconnected Infrastructures.” Journal of Urban Technology 9 (1): 109–123. doi:10.1080/106307302317379855.
   Web of Science ®Google Scholar
• Liu, B., T. Chu, L. Wang, and G. Xie. 2008. “Controllability of a Leader–Follower Dynamic Network with Switching Topology.” IEEE Transactions on Automatic Control 53 (4): 1009–1013. doi:10.1109/TAC.2008.919548.
   Web of Science ®Google Scholar
• Liu, Y. Y., J.-J. Slotine, and A.-L. Barabási. 2011. “Controllability of Complex Networks.” Nature 473 (7346): 167–173. doi:10.1038/nature10011.
   PubMed Web of Science ®Google Scholar
• Lorenz, J., S. Battiston, and F. Schweitzer. 2009. “Systemic Risk in a Unifying Framework for Cascading Processes in Networks.” The European Physical Journal B 71 (4): 441–460. doi:10.1140/epjb/e2009-00347-4.
   Web of Science ®Google Scholar
• Luhmann, N. 1993. Risk: A Sociological Theory. New York: de Gruyter.
   Google Scholar
• Luhmann, N. 1995. Social Systems. Stanford, CA: Stanford University Press.
   Google Scholar
• Luhmann, N. 2012. Theory of Society. Vols. 1 and 2. Stanford, CA: Stanford University Press.
   Google Scholar
• May, R. M. 1973. Stability and Complexity in Model Ecosystems. Princeton, NJ: Princeton University Press.
   Google Scholar
• May, R. M., and G. F. Oster. 1976. “Bifurcations and Dynamic Complexity in Simple Ecological Models.” The American Naturalist 110 (974): 573–599. doi:10.1086/283092.
   Web of Science ®Google Scholar
• May, R. M., S. A. Levin, and G. Sugihara. 2008. “Complex Systems: Ecology for Bankers.” Nature 451 (7181): 893–895. doi:10.1038/451893a.
   PubMed Web of Science ®Google Scholar
• May, R. M., and N. Arinaminpathy. 2010. “Systemic Risk: The Dynamics of Model Banking Systems.” Journal of the Royal Society Interface 7 (46): 823–838. doi:10.1098/rsif.2009.0359.
   PubMed Web of Science ®Google Scholar
• May, R. M., and A. L. Lloyd. 2001. “Infection Dynamics on Scale -Free Networks.” Physical Review E: Statistical, Nonlinear, and Soft Matter Physics 64 (6 Pt 2): 066112. doi:10.1103/PhysRevE.64.066112.
   PubMed Web of Science ®Google Scholar
• McCann, K. S. 2000. “The Diversity–Stability Debate.” Nature 204: 228–233. doi:10.1038/35012234.
   Google Scholar
• Mills, L. S., M. E. Soulé, and D. F. Doak. 1993. “The Keystone-Species Concept in Ecology and Conservation.” BioScience 43 (4): 219–224. doi:10.2307/1312122.
   Web of Science ®Google Scholar
• Mistrulli, P. 2011. “Assessing Financial Contagion in the Interbank Market: Maximum Entropy versus Observed Interbank Lending Patterns.” Journal of Banking & Finance 35 (5): 1114–1127. doi:10.1016/j.jbankfin.2010.09.018.
   Web of Science ®Google Scholar
• Motter, A. E. 2004. “Cascade Control and Defense in Complex Networks.” Physical Review Letters 93 (9): 098701. doi:10.1103/PhysRevLett.93.098701.
   PubMed Web of Science ®Google Scholar
• Naeem, S., and S. Li. 1997. “Biodiversity Enhances Ecosystem Reliability.” Nature 390 (6659): 507–509. doi:10.1038/37348.
   Web of Science ®Google Scholar
• Naeem, S. 1998. “Species Redundancy and Ecosystem Reliability.” Conservation Biology 12 (1): 39–45. doi:10.1111/j.1523-1739.1998.96379.x.
   Web of Science ®Google Scholar
• Nerghes, A., I. Hellsten, and P. Groenewegen. 2015. “A Toxic Crisis: Metaphorizing the Financial Crisis.” International Journal of Communication 9: 106–132.
   Web of Science ®Google Scholar
• Newman, M. E. J. 2002. “Spread of Epidemic Disease on Networks.” Physical Review E: Statistical, Nonlinear, and Soft Matter Physics 66 (1 Pt 2): 016128. doi:10.1103/PhysRevE.66.016128.
   PubMed Web of Science ®Google Scholar
• Nucera, F., B. Schwaab, S. J. Koopman, and A. Lucas. 2016. “The Information in Systemic Risk Rankings.” Journal of Empirical Finance 38: 461–475. doi:10.1016/j.jempfin.2016.01.002.
   Web of Science ®Google Scholar
• Page, S. E. 2015. “What Sociologist Should Know about Complexity.” Annual Review of Sociology 41 (1): 21–41. doi:10.1146/annurev-soc-073014-112230.
   Google Scholar
• Paine, R. T. 1969. “A Note on Trophic Complexity and Community Stability.” The American Naturalist 103 (929): 91–93. doi:10.1086/282586.
   Web of Science ®Google Scholar
• Parsons, T. 1951. The Social System. Glencoe, IL: Free Press.
   Google Scholar
• Payne, J. L., P. S. Dodds, and M. J. Eppstein. 2009. “Information Cascades on Degree Correlated Random Networks.” Physical Review E 80 (2): 026125. doi:10.1103/PhysRevE.80.026125.
   Web of Science ®Google Scholar
• Peckham, R. 2013. “Economies of Contagion: Financial Crisis and Pandemic.” Economy and Society 42 (2): 226–248. doi:10.1080/03085147.2012.718626.
   Web of Science ®Google Scholar
• Pflug, G. C., and W. Römisch. 2007. Modeling, Measuring and Managing Risk. Singapore: World Scientific.
   Google Scholar
• Pflug, G. C., and R. Kovacevic. 2014. “Measuring Systemic Risk: Structural Approaches.” In Quantitative Financial Risk Management: Theory and Practice, edited by C. Zopounidis and G. Galariotis, 1–21. New York: Wiley.
   Google Scholar
• Pimm, S. L., and J. H. Lawton. 1978. “On Feeding on More than One Trophic Level.” Nature 275 (5680): 542–544. doi:10.1038/275542a0.
   Web of Science ®Google Scholar
• Poledna, S., and S. Thurner. 2016. “Elimination of Systemic Risk in Financial Networks by Means of a Systemic Risk Transaction Tax.” Quantitative Finance 16 (10): 1599–1613. doi:10.1080/14697688.2016.1156146.
   Web of Science ®Google Scholar
• Poledna, S., S. Hochrainer-Stigler, M. G. Miess, P. Klimek, S. Schmelzer, J. Sorger, E. Shchekinova, E., et al. 2018. “When Does a Disaster Become a Systemic Event? Estimating Indirect Economic Losses from Natural Disasters.” arXiv Preprint. Available at https://arxiv.org/abs/1801.09740.
   Google Scholar
• Pollack, K. M., D. L. Byman, A. Al-Turk, P. Baev, M. S. Doran, K. Elgindy, S. R. Grand, S., et al. 2011. The Arab Awakening: America and the Transformation of the Middle East. Washington, DC: Brookings Institution Press.
   Google Scholar
• Rahmani, A., M. Ji, M. Mesbahi, and M. Egerstedt. 2009. “Controllability of Multi-Agent Systems from a Graph-Theoretic Perspective.” SIAM Journal on Control and Optimization 48 (1): 162–186. doi:10.1137/060674909.
   Web of Science ®Google Scholar
• Renn, O., and A. Klinke. 2004. “Systemic Risks: A New Challenge for Risk Management.” EMBO Reports 5 (1S): S41–S46. doi:10.1038/sj.embor.7400227.
   PubMedGoogle Scholar
• Roukny, T., H. Bersini, H. Pirotte, G. Caldarelli, and S. Battiston. 2013. “Default Cascades in Complex Networks: Topology and Systemic Risk.” Scientific Reports 3 (1): 2759. doi:10.1038/srep02759.
   PubMedGoogle Scholar
• Savranskaya, S. V. 2005. “New Sources on the Role of Soviet Submarines in the Cuban Missile Crisis.” Journal of Strategic Studies 28 (2): 233–259. doi:10.1080/01402390500088312.
   Web of Science ®Google Scholar
• Scheffer, M., and S. R. Carpenter. 2003. “Catastrophic Regime Shifts in Ecosystems: Linking Theory to Observation.” Trends in Ecology & Evolution 18 (12): 648–656. doi:10.1016/j.tree.2003.09.002.
   Web of Science ®Google Scholar
• Scheffer, M., S. R. Carpenter, T. M. Lenton, J. Bascompte, W. Brock, V. Dakos, J. van de Koppel, I. A., et al. 2012. “Anticipating Critical Transitions.” Science 338 (6105): 344–348. doi:10.1126/science.1225244.
   PubMed Web of Science ®Google Scholar
• Schröder, A., L. Persson, and A. M. de Roos. 2005. “Direct Experimental Evidence for Alternative Stable States: A Review.” Oikos 110 (1): 3–19. doi:10.1111/j.0030-1299.2005.13962.x.
   Web of Science ®Google Scholar
• Schwaab, B., S. J. Koopman, and A. Lucas. 2011. “Systemic Risk Diagnostics: Coincident Indicators and Early Warning Signals.” Working Paper Series of the European Central Bank, No. 1327.
   Google Scholar
• Staum, J. C. 2013. “Counterparty Contagion in Context: Contributions to Systemic Risk.” In Handbook on Systemic Risk, edited by J. P. Fouque and J. A. Langsam, 512–544. Cambridge: Cambridge University Press.
   Google Scholar
• Tilman, D., and J. A. Downing. 1996. “Biodiversity and Stability in Grasslands.” In Ecosystem Management, edited by F. B. Samson and F. L. Knopf, 3–7. New York: Springer.
   Google Scholar
• Wang, J.-W., and L.-L. Rong. 2011. “Robustness of the Western United States Power Grid under Edge Attack Strategies Due to Cascading Failures.” Safety Science 49 (6): 807–812. doi:10.1016/j.ssci.2010.10.003.
   Web of Science ®Google Scholar
• Watts, D. J. 2002. “A Simple Model of Global Cascades on Random Networks.” Proceedings of the National Academy of Sciences of the United States of America 99 (9): 5766–5771. doi:10.1073/pnas.082090499.
   PubMed Web of Science ®Google Scholar
• Zhao, L., K. Park, and Y.-C. Lai. 2004. “Attack Vulnerability of Scale-Free Networks Due to Cascading Breakdown.” Physical Review E 70 (3): 035101. doi:10.1103/PhysRevE.70.035101.
   Web of Science ®Google Scholar