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Real-time risk analysis – elements of Large Deviation Theory

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Presentation on theme: "Real-time risk analysis – elements of Large Deviation Theory"— Presentation transcript:

1 Real-time risk analysis – elements of Large Deviation Theory http://www.hit.bme.hu/~ceffer/pir

2 Motivation with a pre-defined system risk Financial Institutions
High utilization with a pre-defined system risk Account holders Elementary statistical descriptors Financial Institution R M A y n Maintained risk policy Objective: Real Time risk analysis methods which maintain a pre-defined risk policy but maximize system utilization !

3 The model Component description

4 The model (cont.) System description

5 Calculation of system risk:
The model (cont.) Calculation of system risk: This is not real time, what to do?

6 The program i:=1, a:=0 y:=binconv(i) i:=i+1 y a:=a + RESULT n END

7 Large deviation theory – Statistical inequalities
Markov inequality p yes OK h C

8 The Chernoff bound Log moment gen. function
The log moment gen. function is additive :

9 The log moment generating function
s

10 Satisfying the system risk criterion
Statistical (risk) “bandwidth” Available overall “bandwidth” under given risk level

11 The program Start Input: p,h, C:=C+E No Yes End


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