On the epidemic of financial crises

被引:17
|
作者
Demiris, Nikolaos [1 ]
Kypraios, Theodore [2 ]
Smith, L. Vanessa [3 ]
机构
[1] Athens Univ Econ & Business, Athens, Greece
[2] Univ Nottingham, Nottingham NG7 2RD, England
[3] Univ Cambridge, Cambridge CB2 1AG, England
关键词
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.
引用
收藏
页码:697 / 723
页数:27
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