Research Article

Risk Estimation in Exchange Rate Markets Based on Stochastic Copula Approach

Table 4

Backtesting of VaR forecasts at 95% confidence level.

Estimation methodExceeds of VaRExceeds of CoVaR
P valueP value

Portfolio 1: USD/TRY–EUR/TRY
Static t copula44170.76234 (0.38259)4.85892 (0.08808)0.02470
Stochastic-normal38160.00986 (0.92087)0.65313 (0.72061)0.01934
Stochastic-Gumbel39150.00434 (0.94741)0.52398 (0.76951)0.02160
Stochastic-Frank37150.07074 (0.79025)0.85703 (0.65147)0.01934
Stochastic-rotGumbel34120.60015 (0.43851)0.76717 (0.68141)0.01859
Historical simulation612311.72106 (<0.001)16.96855 (<0.001)0.07096
Variance-covariance42190.30684 (0.57962)3.09041 (0.21326)0.04274

Portfolio 2: USD/TRY–JPY/TRY
Static t copula37140.07074 (0.79025)2.41326 (0.29920)0.01748
Stochastic-normal32141.25816 (0.26199)2.99303 (0.22390)0.01522
Stochastic-Gumbel33130.89750 (0.34345)2.40800 (0.29999)0.01617
Stochastic-Clayton32111.25816 (0.26199)2.99303 (0.22390)0.01444
Stochastic-Frank32131.25816 (0.26199)2.99303 (0.22390)0.01501
Stochastic-rotGumbel32101.25816 (0.26199)2.99303 (0.22390)0.01462
Stochastic-rotClayton39152.73964 (0.09788)3.40725 (0.18202)0.01933
Historical simulation52214.43744 (0.03515)6.16530 (0.04583)0.04879
Variance-covariance38180.00986 (0.92087)4.14689 (0.12575)0.02890

Portfolio 3: EUR/TRY–JPY/TRY
Static t copula41150.15408 (0.69466)0.46543 (0.79237)0.02012
Stochastic-normal29132.73964 (0.09788)5.26395 (0.07193)0.01550
Stochastic-Gumbel38150.00986 (0.92087)0.65531 (0.07206)0.01751
Stochastic-Frank29112.73964 (0.09788)5.26395 (0.07193)0.01546
Stochastic-rotGumbel2992.73964 (0.09788)5.26395 (0.07193)0.01503
Historical simulation51223.82532 (0.05048)4.62346 (0.09908)0.05065
Variance-covariance39180.00434 (0.94741)3.77213 (0.15166)0.03483