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Large deviations for a mean field model of systemic risk
- Source :
- SIAM Journal on Financial Mathematics, SIAM Journal on Financial Mathematics, Society for Industrial and Applied Mathematics 2013, 4 (1), pp.151-184, SIAM Journal on Financial Mathematics, 2013, 4 (1), pp.151-184. ⟨10.1137/12087387X⟩
- Publication Year :
- 2012
-
Abstract
- International audience; 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.
- Subjects :
- Bistability
Context (language use)
60F10, 60K35, 91B30, 82C26
01 natural sciences
Stability (probability)
FOS: Economics and business
010104 statistics & probability
[MATH.MATH-ST]Mathematics [math]/Statistics [math.ST]
Econometrics
Economics
Systemic risk
Mean reversion
FOS: Mathematics
0101 mathematics
Diffusion (business)
ComputingMilieux_MISCELLANEOUS
Numerical Analysis
Applied Mathematics
010102 general mathematics
Probability (math.PR)
[STAT.TH]Statistics [stat]/Statistics Theory [stat.TH]
[MATH.MATH-PR]Mathematics [math]/Probability [math.PR]
Mean field theory
Risk Management (q-fin.RM)
Large deviations theory
Finance
Mathematics - Probability
Quantitative Finance - Risk Management
Subjects
Details
- Language :
- English
- ISSN :
- 1945497X
- Database :
- OpenAIRE
- Journal :
- SIAM Journal on Financial Mathematics, SIAM Journal on Financial Mathematics, Society for Industrial and Applied Mathematics 2013, 4 (1), pp.151-184, SIAM Journal on Financial Mathematics, 2013, 4 (1), pp.151-184. ⟨10.1137/12087387X⟩
- Accession number :
- edsair.doi.dedup.....085f07fde6115fea7ad41b33e5d5d1a9
- Full Text :
- https://doi.org/10.1137/12087387X⟩