Phase transitions in operational risk.

In this paper we explore the functional correlation approach to operational risk. We consider networks with heterogeneous a priori conditional and unconditional failure probability. In the limit of sparse connectivity, self-consistent expressions for the dynamical evolution of order parameters are obtained. Under equilibrium conditions, expressions for the stationary states are also obtained. Consequences of the analytical theory developed are analyzed using phase diagrams. We find coexistence of operational and nonoperational phases, much as in liquid-gas systems. Such systems are susceptible to discontinuous phase transitions from the operational to nonoperational phase via catastrophic breakdown. We find this feature to be robust against variation of the microscopic modeling assumptions.

[1]  Eytan Domany,et al.  Models of Neural Networks I , 1991 .

[2]  Jose A. Lopez What is operational risk , 2002 .

[3]  L Delpuech,et al.  Models of Neural Networks, Deuxième édition, E Domany, JL van Hemmen, K Schulten. Springer Verlag, Marseille (1995) , 1997 .

[4]  Philippe Artzner,et al.  Coherent Measures of Risk , 1999 .

[5]  Opper,et al.  New method for studying the dynamics of disordered spin systems without finite-size effects. , 1992, Physical review letters.

[6]  S. Kirkpatrick,et al.  Solvable Model of a Spin-Glass , 1975 .

[7]  D. Thouless,et al.  Stability of the Sherrington-Kirkpatrick solution of a spin glass model , 1978 .

[8]  Akademii︠a︡ medit︠s︡inskikh nauk Sssr Journal of physics , 1939 .

[9]  D. Saad Europhysics Letters , 1997 .

[10]  G. J. Brink,et al.  Operational Risk: The New Challenge for Banks , 2001 .

[11]  Markus Leippold,et al.  The Quantification of Operational Risk , 2003 .

[12]  Marcelo Cruz,et al.  Operational Risk Modelling and Analysis: Theory and Practice , 2004 .

[13]  Peter Neu,et al.  Functional correlation approach to operational risk in banking organizations , 2002 .

[14]  Sergey N. Dorogovtsev,et al.  Evolution of Networks: From Biological Nets to the Internet and WWW (Physics) , 2003 .

[15]  F. A. Seiler,et al.  Numerical Recipes in C: The Art of Scientific Computing , 1989 .

[16]  F. Guerra Spin Glasses , 2005, cond-mat/0507581.

[17]  October I Physical Review Letters , 2022 .

[18]  E. Gardner,et al.  An Exactly Solvable Asymmetric Neural Network Model , 1987 .

[19]  Albert-László Barabási,et al.  Evolution of Networks: From Biological Nets to the Internet and WWW , 2004 .

[20]  C. Dominicis Dynamics as a substitute for replicas in systems with quenched random impurities , 1978 .

[21]  Peter Kuster The fundamentals of risk measurement , 2005 .

[22]  Pierre-Louis Lions,et al.  On mathematical finance , 2000 .