CVaR as linear programming model - fhi.sk · CVaR as linear programming model. 11..1. Conditional...

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Transcript of CVaR as linear programming model - fhi.sk · CVaR as linear programming model. 11..1. Conditional...

Juraj Pekár, Ivan Brezina jr., Zuzana Čičková

CVaRas linear programming model

1.1.1.1. Conditional value at risk (Conditional value at risk (Conditional value at risk (Conditional value at risk (CVaRCVaRCVaRCVaR))))

2.2.2.2. CVaRCVaRCVaRCVaR as lineas lineas lineas lineaaaar programming modelr programming modelr programming modelr programming model

� Value at risk (VaR) a standard tool of risk management in the financial sector

� An alternative measure of risk-conditional VaR

� shortcomings of VaR:I. VaR measures only percentiles of profit and

loss, and thus disregards the loss beyond the VaR,

II. VaR is not a coherent risk measure because it is not sub-additive

Model of portfolio selection based on CVaR:

where - Value at risk, - target return, formula is a positive part of difference

Variable X -expectant return of portfolio Objective function:

To avoid the nonlinear formulation it is necessary to replace the element

with the variable , where for k=1,2,...,t.

-vector of expected returns of assets