Large Deviations for a Mean Field Model of Systemic Risk
被引:61
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作者:
Garnier, Josselin
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机构:
Univ Paris 07, Lab Probabil & Modeles Aleatoires, Paris 13, France
Univ Paris 07, Lab Jacques Louis Lions, Paris 13, FranceUniv Paris 07, Lab Probabil & Modeles Aleatoires, Paris 13, France
Garnier, Josselin
[1
,2
]
Papanicolaou, George
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h-index: 0
机构:
Stanford Univ, Dept Math, Stanford, CA 94305 USAUniv Paris 07, Lab Probabil & Modeles Aleatoires, Paris 13, France
Papanicolaou, George
[3
]
Yang, Tzu-Wei
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h-index: 0
机构:
Stanford Univ, Dept Math, Stanford, CA 94305 USAUniv Paris 07, Lab Probabil & Modeles Aleatoires, Paris 13, France
Yang, Tzu-Wei
[3
]
机构:
[1] Univ Paris 07, Lab Probabil & Modeles Aleatoires, Paris 13, France
[2] Univ Paris 07, Lab Jacques Louis Lions, Paris 13, France
[3] Stanford Univ, Dept Math, Stanford, CA 94305 USA
mean field;
large deviations;
systemic risk;
dynamic phase transitions;
INTERACTING DIFFUSIONS;
DYNAMICS;
D O I:
10.1137/12087387X
中图分类号:
F8 [财政、金融];
学科分类号:
0202 ;
摘要:
We consider a system of diffusion processes that interact through their empirical mean and have a stabilizing force acting on each of them, corresponding to a bistable potential. There are three parameters that characterize the system: the strength of the intrinsic stabilization, the strength of the external random perturbations, and the degree of cooperation or interaction between them. The last one is the rate of mean reversion of each component to the empirical mean of the system. We interpret this model in the context of systemic risk and analyze in detail the effect of cooperation between the components, that is, the rate of mean reversion. We show that in a certain regime of parameters increasing cooperation tends to increase the stability of the individual agents, but it also increases the overall or systemic risk. We use the theory of large deviations of diffusions interacting through their mean field.
机构:
Univ Calif Santa Barbara, Dept Stat & Appl Probabil, Santa Barbara, CA 93106 USAPrinceton Univ, ORFE, Bendheim Ctr Finance, Princeton, NJ 08544 USA
Fouque, Jean-Pierre
Sun, Li-Hsien
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机构:
Natl Cent Univ, Grad Inst Stat, Jhongli 32001, TaiwanPrinceton Univ, ORFE, Bendheim Ctr Finance, Princeton, NJ 08544 USA
机构:
Wuhan Univ, Sch Math & Stat, Wuhan 430072, Peoples R China
Wuhan Univ, Computat Sci Hubei Key Lab, Wuhan 430072, Hubei, Peoples R ChinaWuhan Univ, Sch Math & Stat, Wuhan 430072, Peoples R China
Liu, Wei
Wu, Liming
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h-index: 0
机构:
Univ Clermont Auvergne, Lab Math Blaise Pascal, CNRS UMR 6620, 3 Pl Vasarely, F-63178 Aubiere, FranceWuhan Univ, Sch Math & Stat, Wuhan 430072, Peoples R China