Contagion;
Financial crisis;
Markov chain Monte Carlo methods;
Random graph;
Stochastic epidemic model;
STOCHASTIC MULTITYPE EPIDEMICS;
BAYESIAN-INFERENCE;
CONTAGION;
CURRENCY;
MODEL;
TRANSMISSION;
HOUSEHOLDS;
INFECTION;
SYSTEMS;
SPREAD;
D O I:
10.1111/rssa.12044
中图分类号:
O1 [数学];
C [社会科学总论];
学科分类号:
03 ;
0303 ;
0701 ;
070101 ;
摘要:
The paper proposes a framework for modelling financial contagion that is based on susceptible-infected-recovered transmission models from epidemic theory. This class of models addresses two important features of contagion modelling, which are a common shortcoming of most existing empirical approaches, namely the direct modelling of the inherent dependences that are involved in the transmission mechanism, and an associated canonical measure of crisis severity. The methodology proposed naturally implies a control mechanism, which is required when evaluating prospective immunization policies that intend to mitigate the effect of a crisis. It can be implemented not only as a way of learning from past experiences, but also at the onset of a contagious financial crisis. The approach is illustrated on a number of currency crisis episodes, using both historical final outcome and temporal data. The latter require the introduction of a novel hierarchical model that we call the hidden epidemic model and which embeds the stochastic financial epidemic as a latent process. The empirical results suggest, among others, an increasing trend for global transmission of currency crises over time.
机构:
McMaster Univ, Math & Stat, 1280 Main St, West Hamilton, ON L8S 4L8, CanadaMcMaster Univ, Math & Stat, 1280 Main St, West Hamilton, ON L8S 4L8, Canada
Hurd, T. R.
Cellai, Davide
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h-index: 0
机构:
Univ Limerick, Dept Math & Stat, MACSI, Limerick V94 T9PX, IrelandMcMaster Univ, Math & Stat, 1280 Main St, West Hamilton, ON L8S 4L8, Canada
Cellai, Davide
Melnik, Sergey
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机构:
Univ Limerick, Dept Math & Stat, MACSI, Limerick V94 T9PX, IrelandMcMaster Univ, Math & Stat, 1280 Main St, West Hamilton, ON L8S 4L8, Canada
Melnik, Sergey
Shao, Quentin H.
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机构:
McMaster Univ, Math & Stat, 1280 Main St, West Hamilton, ON L8S 4L8, CanadaMcMaster Univ, Math & Stat, 1280 Main St, West Hamilton, ON L8S 4L8, Canada
机构:
Univ Paris Ouest, EconomiX CNRS, DGO, DSF, F-75001 Paris, France
CEPII, Bank France, F-75001 Paris, FranceUniv Paris Ouest, EconomiX CNRS, F-92001 Nanterre, France
Coudert, Virginie
Couharde, Cecile
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris Ouest, EconomiX CNRS, F-92001 Nanterre, FranceUniv Paris Ouest, EconomiX CNRS, F-92001 Nanterre, France
Couharde, Cecile
Mignon, Valerie
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris Ouest, EconomiX CNRS, F-92001 Nanterre, France
CEPII, F-92001 Nanterre, FranceUniv Paris Ouest, EconomiX CNRS, F-92001 Nanterre, France