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Juraj Pekár, Ivan Brezina jr., Zuzana Čičková CVaR as linear programming model

CVaR as linear programming model - fhi.sk · CVaR as linear programming model. 11..1. Conditional value at risk (Conditional value at risk (CVaR CVaRCVaR) ))) 22..2. CVaRCVaR as line

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Page 1: CVaR as linear programming model - fhi.sk · CVaR as linear programming model. 11..1. Conditional value at risk (Conditional value at risk (CVaR CVaRCVaR) ))) 22..2. CVaRCVaR as line

Juraj Pekár, Ivan Brezina jr., Zuzana Čičková

CVaRas linear programming model

Page 2: CVaR as linear programming model - fhi.sk · CVaR as linear programming model. 11..1. Conditional value at risk (Conditional value at risk (CVaR CVaRCVaR) ))) 22..2. CVaRCVaR as line

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

Page 3: CVaR as linear programming model - fhi.sk · CVaR as linear programming model. 11..1. Conditional value at risk (Conditional value at risk (CVaR CVaRCVaR) ))) 22..2. CVaRCVaR as line

� 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

Page 4: CVaR as linear programming model - fhi.sk · CVaR as linear programming model. 11..1. Conditional value at risk (Conditional value at risk (CVaR CVaRCVaR) ))) 22..2. CVaRCVaR as line

Model of portfolio selection based on CVaR:

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

Page 5: CVaR as linear programming model - fhi.sk · CVaR as linear programming model. 11..1. Conditional value at risk (Conditional value at risk (CVaR CVaRCVaR) ))) 22..2. CVaRCVaR as line

Variable X -expectant return of portfolio Objective function:

Page 6: CVaR as linear programming model - fhi.sk · CVaR as linear programming model. 11..1. Conditional value at risk (Conditional value at risk (CVaR CVaRCVaR) ))) 22..2. CVaRCVaR as line

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

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

Page 7: CVaR as linear programming model - fhi.sk · CVaR as linear programming model. 11..1. Conditional value at risk (Conditional value at risk (CVaR CVaRCVaR) ))) 22..2. CVaRCVaR as line

-vector of expected returns of assets