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1 VaR B 1

2 0 1 VaR 2 VaR 3 VaR 4 5 VaR 6 7 VaR 2

3 VaR VaR VaR _VaR VaR 0.72 VaR 3

4 2001 VaR _VaR % VaR VaR 4

5 VaR VaR VaR VaR VaR VaR 5

6 VaR 1 VaR VaR(Value at Risk) Prob P <VaR = Prob P t VaR VaR 1 2 VaR 2 VaR VaR [0, + ] Rt 6

7 P R t t+ k ln = + k P t = P ln t+ k + P ln t+ k 1 P t+ k 1 Pt + k P ln t P t 1 VaR P0 R P= P 0 (1+R) R µ σ * * P = P (1 + R ) VaR 0 VaR VaR R * P µ = P ( µ R ) * * = E( P) P = 0 (1 + ) P0 (1 + R ) 0 VaR 7

8 VaR A = P * * 0 P = P0 R * VaR P * R f ( p) = + p) dp * * P f P * ( P 1- VaR VaR VaR 3 VaR VaR 3.1 RiskMetrics t t+ 1 t = Σ r t k ) k= 0 2 k σ λ ( 1 λ) r σ = 1 λ) r + λσ t+1t ( t t t σ = λ r + λσ t +1 t 1 t t t 1 Risk Metrics rt = σ ε ε ~ i. i. d. N(0,1) t t t σ t+ 1 t = ( 1 λ) rt + λσ t t 1 8

9 2 E( ) = 0 Var ) = σ r t ( r t t VaR= z σ a t+1 t k Risk Metrics IGARCH(1,1) Risk Metrics t VaR Σ σ T 2 ij( t) = rj k ω = λ k ( 1 λ) λ ω k r i( t k ) µ ri ) rj( t k ) µ ) =Σ 0 k 0< λ <1 ω 1 k r M M M rt X = 11 1 r jj r1 K M M M r TK X 9

10 ~ X = λ r 11 λr M M 21 r T 1 T1 λ J 1 r jj r 1K λr λ M M 2K r T 1 TK T ~ Σ = λ i= 1 1 i 1 ~ X T ~ X T i 1 1 ~ T λ X X T ~ i= 1 1 λ ij k λ r T k= 0 i,( t k ) r j,( t k ) ij T k= 0 k λ 1 λ r,( r i t k ) j,( t k ) σ 2 = ω ' Σω VaR= z p a σ p λ Australia Belgium Switzerland Germany Denmark Spain France Great Britain Italy Japan Netherland United States RiskMetrics-Technical Document, Page 99 t t+ 1 t = Σ r t k ) k= 0 2 k 2 k σ λ ( 1 λ) r λ ( 1 λ) 10

11 '( λ) λ k f > k + 1 k k λ >0.9 k<9 λ ( 1 λ) λ λ ( 1 λ) α z σ a p Expected Shortfall ES + x f ( x) zα ES = VaR α z 1 4 VaR VaR VaR α 11

12 VaR VaR 5 VaR VaR T N p(n/t) p=p* p* 1- VaR p p* VaR T N T N p N T ( 1 p) N Kupiec p=p* R = 2ln N [ ] N T N [( ) ( T ) ] ( ) ( ) N T N T N * * 1 2ln 1 p p R χ 1 2 VaR 12

13 VaR 1 VaR 1.1 VaR % RiskMetrics VaR Risk Metrics VaR 95% 180 W:Normal Pr<W VaR 1.846% 1.811% 2.125% 1.859% VaR

14 % VaR VaR RiskMetrics VaR VaR VaR 5% 95% VaR RiskMetrics VaR 180 VaR RiskMetrics VaR Kupiec 95% 150 [3 13] RiskMetrics VaR VaR VaR 14

15 1.2 Risk Metrics N(0, σ ), MATAB z α σ t 180 ES/VaR 95% ES/VaR 99% VaR VaR VaR ES/VaR % VaR Risk Metrics VaR 2 VaR VaR 3 VaR t 15

16 P = n C r i n i= 1 (1 + ) (1 + r) P r P 1 = r 1+ r n i C (1 + r) P 1 = P (1 + r) P P = D r P 100 n + n (1 + r i i= 1 ) n i C (1 + r) 100 n + n (1 + r i i=1 ) r C D VaR VaR VaR VaR VaR RiskMetrics VaR VaR VaR % 2.06% % 7.58% % 1.92% % 1.20% % 2.07% % 1.52% % 0.68% % 0.83%

17 % 0.88% % 1.63% VaR % VaR VaR VaR VaR 1 17

18 Niemeyer 1993 Hamao 1995 Biais 1995 Hedvall 1997 Ahn VaR

19 = t ( Pmax Pmin ) V P min P P max min V t V V t t 2.2 VaR _VaR Prob A <_VaR = Prob A Asset 0 t 0 19

20 _VaR _VaR _VaR _VaR 2.3 t t t * t P ln( ) = ln t max P P min min ln( V ) t * _VaR t t * σ t _VaR= µ +1. e * t 20

21 3.1 95% * IGARCH(1,1) * σ t+ t = 1 λ rt + λσ t t 1 ( ) * * ~ N(0 1) t σ, t * σ _VaR=,t e µ σ * t % % 36,700 5% % %

22 10 _VaR _VaR 0.367% 0.694% % 3.237% IPO _VaR _VaR _VaR % % % % % % % % % % % % % % % % % % % % % %

23 % 5% % _VaR _VaR 2001 Std[(Pmax Pmin)/Pmin] 180 _VaR Exchange _risk Volume 23

24 2001 JT _VaR _VaR Exchange JT -risk % Vol % 0.67% 0.52% 1.35% 6, % 0.80% 0.51% 1.37% 4, % 0.78% 0.43% 1.78% 3, % 0.63% 0.38% 1.15% 5, % 0.64% 0.82% 1.92% 3, % 1.05% 0.71% 1.61% 3, % 1.74% 0.29% 1.69% 2, % 0.32% 0.63% 1.63% 4, % 1.96% 0.64% 2.38% 4, % 0.63% 0.70% 1.68% 1, % 0.42% 0.61% 1.35% 3, % 1.06% 0.35% 2.00% 2, % 0.33% 0.72% 1.27% % 0.82% 0.54% 1.42% 1, % 1.41% 0.50% 1.21% 2, % 1.05% 0.49% 1.54% 3, % 1.19% 0.37% 1.90% 3, % 0.63% 0.61% 1.49% 4, % 0.37% 0.42% 1.07% 1, % 0.63% 0.67% 1.74% 1, % 2.08% 0.78% 2.54% 4, % 1.41% 0.51% 2.21% 3, % 1.06% 0.46% 1.85% 1, % 0.63% 0.67% 1.72% 1, % 0.66% 0.72% 1.66% 2, % 0.30% 0.67% 1.94% 1, % 1.54% 0.26% 2.08% 2, % 0.57% 0.46% 1.65% 1, % 0.59% 0.45% 1.59% 1, % 0.70% 0.42% 1.27% 1, % 1.02% 1.17% 2.21% 1, % 0.81% 0.45% 1.30% 1, % 1.32% 0.86% 1.89% 2, % 0.54% 0.38% 1.94% 2, % 0.70% 0.18% 2.14% 1, % 0.83% 0.47% 1.04% 2, % 0.54% 0.72% 1.60%

25 % 1.10% 0.42% 1.61% 2, % 2.64% 0.19% 1.77% 3, % 0.72% 0.48% 2.33% 2, % 0.53% 0.46% 1.08% 2, % 0.77% 0.38% 2.06% 1, % 0.59% 0.15% 1.62% 2, % 0.44% 0.56% 1.41% 2, % 0.85% 0.42% 2.01% 1, % 0.93% 0.45% 1.93% 2, % 1.43% 0.57% 2.18% 1, % 0.95% 0.70% 2.08% % 3.94% 0.84% 1.87% 4, % 0.62% 0.22% 1.27% 1, % 1.58% 0.55% 1.68% 2, % 1.06% 0.30% 1.87% 5, % 0.83% 0.56% 2.45% 2, % 0.74% 0.25% 1.89% 2, % 1.10% 0.58% 2.17% 1, % 1.43% 0.76% 2.08% 1, % 1.05% 0.49% 2.09% 1, % 0.88% 0.50% 1.51% 2, % 0.48% 0.43% 1.89% % 0.70% 0.27% 1.62% 1, % 0.86% 0.63% 1.87% 2, % 0.35% 0.43% 1.47% % 0.43% 0.50% 1.88% % 0.69% 0.52% 1.70% 1, % 1.02% 0.92% 1.78% 1, % 2.23% 0.67% 2.35% 2, % 1.59% 0.12% 1.82% 2, % 0.47% 0.45% 1.44% 1, % 0.29% 0.58% 1.30% % 0.60% 0.44% 1.72% 1, % 0.76% 0.36% 1.87% 1, % 0.41% 0.67% 1.58% 1, % 0.90% 0.42% 2.02% % 0.40% 0.25% 1.20% % 0.51% 0.62% 1.84% 1, % 0.60% 0.29% 1.91% 1, % 0.43% 0.53% 1.44% 1, % 0.55% 0.40% 1.59% 1, % 0.79% 0.29% 2.00% 1, % 0.39% 0.15% 1.92% % 1.17% 0.79% 1.35% 1,

26 % 0.27% 0.00% 1.03% 1, % 0.43% 0.60% 2.00% % 0.72% 0.47% 2.04% 1, % 0.37% 1.03% 1.86% % 0.35% 0.44% 1.47% % 0.49% 0.13% 1.49% % 1.15% 0.53% 1.80% 1, % 0.70% 0.45% 1.60% 1, % 0.70% 0.61% 1.80% 1, % 0.58% 0.42% 1.88% 1, % 2.28% 0.81% 2.43% 1, % 0.70% 0.24% 1.45% 1, % 1.69% 0.12% 1.86% 2, % 0.58% 0.55% 1.48% % 0.52% 0.57% 1.53% 1, % 0.55% 0.49% 1.94% 1, % 0.32% 0.26% 1.46% % 0.67% 0.29% 1.73% 1, % 0.88% 0.78% 2.23% % 0.79% 0.26% 1.22% 1, % 1.17% 0.34% 2.22% 1, % 0.59% 0.72% 1.51% % 0.47% 0.34% 1.79% % 0.32% 0.72% 1.59% % 0.29% 0.18% 1.34% % 0.51% 0.59% 1.61% % 0.50% 0.59% 1.86% % 0.72% 0.47% 1.88% 1, % 0.56% 0.64% 1.87% % 1.08% 0.30% 2.16% 1, % 0.51% 0.30% 1.59% 1, A % 0.67% 0.41% 1.61% % 0.37% 0.47% 1.85% % 0.69% 0.39% 1.32% 1, % 0.91% 0.68% 1.88% % 0.74% 0.34% 1.89% 1, % 0.60% 0.53% 1.65% 1, % 0.25% 0.82% 1.73% % 0.42% 0.30% 1.71% % 1.15% 0.78% 1.90% 1, % 0.49% 0.64% 1.47% % 0.79% 0.66% 2.23% % 0.71% 0.72% 2.07% % 1.04% 0.22% 1.63% 1,

27 % 0.82% 0.79% 1.62% % 0.78% 0.78% 1.97% 1, % 0.59% 0.68% 1.64% % 0.54% 0.83% 1.90% % 0.81% 0.10% 2.15% 1, % 0.71% 0.02% 1.55% 2, % 0.63% 0.48% 1.96% % 0.37% 0.59% 1.35% % 0.44% 0.31% 1.13% % 0.55% 0.27% 1.70% % 0.65% 0.10% 1.30% % 0.64% 0.28% 1.91% % 0.60% 0.71% 2.11% 1, % 0.51% 0.13% 1.35% % 1.56% 0.41% 2.17% 1, % 0.44% 0.63% 1.93% % 0.53% 0.81% 2.12% % 0.67% 0.37% 1.97% % 0.47% 0.52% 1.59% % 0.74% 0.61% 1.90% % 0.93% 0.64% 2.55% % 0.31% 0.42% 1.50% % 0.44% 0.63% 1.42% % 0.53% 0.85% 2.28% % 0.53% 0.50% 1.95% % 0.32% 0.62% 1.82% % 0.51% 0.59% 1.76% % 0.66% 0.41% 1.82% 1, % 0.30% 0.67% 1.50% % 0.45% 0.11% 1.67% % 0.48% 0.38% 1.81% % 0.39% 0.67% 1.55% % 0.52% 0.34% 2.05% % 0.42% 0.05% 1.79% % 0.35% 0.74% 1.44% % 0.29% 0.28% 1.73% % 0.58% 0.60% 1.73% % 0.89% 0.73% 2.42% 1, % 0.49% 0.65% 1.72% % 0.40% 0.79% 1.81% % 0.29% 0.33% 1.71% % 0.41% 0.72% 1.86% % 0.52% 0.54% 2.23% % 0.33% 0.35% 1.60%

28 % 0.52% 0.95% 1.95% % 0.31% 0.87% 2.05% % 0.39% 0.27% 2.16% % 0.41% 0.29% 1.75% % 0.46% 0.24% 1.46% % 0.34% 0.28% 1.57% % 0.74% 0.33% 1.61% % 0.40% 0.16% 1.68% % 0.48% 0.90% 2.02% % 0.54% 0.46% 2.18% % 0.26% 0.67% 2.32% _VaR _VaR Exchange JT _risk Volume JT Exchaneg _risk Volume _VaR 1 _VaR Exchange JT -risk Vol Exchange JT risk Vol _VaR Exchange, 28

29 _VaR _VaR VaR VaR VaR VaR VaR marginal VaR component VaR VaR incremental VaR 29

30 1 VaR 1.1 VaR M-VaR P I VaR I VaR M VaR = i VaR( P) w i wi 2 I σ = w' Cov( R ) w p p σ p w σ = 2w Cov( R ) 2 p p w σ p Cov( R p ) w = = β σ p w σ p Cov( R ) w ( p β = Var R ) p 95% VaR=1.65σ M VaR = β VaR R ) VaR I p i VaR 1.2 VaR C-VaR i ( p VaR VaR N VaR VaR = i= 1 C VaR i VaR C VaR = i w M i VaR i 1.3 VaR I-VaR N VaR N VaR I - = VaR N - VaR N I-VaR VaR 30

31 I VaR( P) ( w VaR P) w wn = M VaR N = 0 wn = 0 wn N VaR 10 VaR 95% % VaR VaR VaR _VaR % 1.73% 349,978, % 1.58% 5,522, % 0.33% 2.22% 244,233, % 2.11% 5,154, % 0.51% 1.11% 163,121, % 0.82% 1,332, % 1.66% 2.62% 64,480, % 2.10% 1,354, % 0.58% 2.56% 62,143, % 1.94% 1,208, % 23.05% 1.38% 54,226, % 1.11% 604, % 3.23% 1.07% 54,134, % 0.57% 309, % 18.45% 1.91% 50,920, % 1.36% 693, % 4.69% 1.66% 41,442, % 1.29% 533, % 1.38% 2.38% 35,802, % 2.11% 754, % 7.93% VaR 1.56% 1,120,483, % VaR 17,467, % % VaR VaR VaR _VaR % 1.15% 184,950, % 0.88% 1,630, % 0.33% 2.26% 181,746, % 2.15% 3,901, % 0.51% 1.67% 176,150, % 1.52% 2,677, % 1.66% 2.66% 48,392, % 2.15% 1,041, % 0.58% 2.01% 47,294, % 1.61% 762, % 23.05% 2.63% 36,382, % 2.00% 729, % 3.23% 3.69% 34,080, % 3.12% 1,064, % 18.45% 2.95% 18,663, % 2.57% 478, % 4.69% 2.39% 8,980, % 1.76% 158, % 1.38% 1.93% 8,606, % 1.71% 147, % 7.93% 31

32 VaR 1.69% 745,247, % VaR 12,591, % % VaR VaR VaR _VaR % 1.15% 73,544, % 0.86% 630, % 1.66% 2.07% 69,025, % 1.51% 1,043, % 2.89% 3.69% 68,322, % 3.39% 2,316, % 1.16% 1.67% 60,007, % 1.42% 853, % 0.33% 2.26% 46,883, % 2.07% 970, % 0.51% VaR 1.83% 317,783, % VaR 5,814, % % VaR VaR VaR _VaR % 1.73% 35,619, % 1.57% 559, % 0.33% 1.11% 18,353, % 0.81% 148, % 1.66% 2.03% 11,920, % 1.48% 176, % 2.89% 1.66% 10,455, % 1.33% 139, % 1.38% 2.58% 9,926, % 2.08% 206, % 11.21% 2.45% 6,933, % 2.04% 141, % 37.23% 2.22% 6,825, % 2.00% 136, % 0.51% 2.06% 5,710, % 1.70% 97, % 3.26% 2.14% 4,591, % 1.57% 72, % 4.81% 1.91% 4,365, % 1.45% 63, % 4.69% VaR 1.52% 114,700, % VaR 1,741, % % VaR VaR VaR _VaR % 3.44% 10,939, % 3.04% 332, % 3.85% 2.62% 9,419, % 2.29% 215, % 0.58% 2.13% 7,910, % 1.87% 147, % 11.87% 2.16% 7,672, % 1.51% 115, % 12.11% 2.03% 7,188, % 1.48% 106, % 2.89% 3.17% 6,436, % 2.92% 188, % 2.14% 1.66% 6,147, % 1.44% 88, % 1.38% 3.48% 5,986, % 2.94% 175, % 7.20% 2.18% 5,732, % 1.76% 100, % 6.65% 1.83% 5,620, % 0.71% 40, % 46.99% VaR 2.07% 73,053, % VaR 1,511, % % VaR VaR VaR _VaR % 32

33 1.73% 20,519, % 1.38% 282, % 0.33% 2.54% 15,375, % 2.14% 329, % 8.54% 2.62% 14,588, % 2.33% 339, % 0.58% 2.06% 9,528, % 1.66% 158, % 3.26% 1.45% 7,846, % 0.26% 20, % 1.94% 2.03% 6,588, % 1.45% 95, % 2.89% 2.88% 6,510, % 2.22% 144, % 2.92% 3.44% 6,076, % 2.70% 164, % 3.85% 3.03% 5,071, % 2.56% 129, % 19.25% 2.52% 4,767, % 1.85% 87, % 2.77% VaR 1.81% 96,872, % VaR 1,752, % % VaR VaR VaR _VaR % % 356,567, % 0.268% 955, % 0.59% % 283,804, % 0.191% 542, % 0.51% % 268,415, % 0.082% 220, % 1.80% % 203,019, % 0.062% 125, % 0.02% % 165,592, % 0.083% 136, % 41.39% VaR 0.155% 1,277,400, % VaR 1,980, % VaR 1.56% VaR 17,467, % 10 VaR 2.11% VaR 211 VaR 2% VaR VaR 17,467, VaR

34 6 VaR 5 VaR VaR VaR 6 % VaR VaR VaR 1 34

35 % 130% / 120% / 20% 35

36 2 VaR *100% 36

37 % 100/120 95% VaR VaR 10.50% 1.66% 87.84% 73.20% 15.74% 5.06% 79.19% 66.00% 9.35% 2.89% 87.76% 73.13% 13.37% 8.15% 78.48% 65.40% 7.70% 4.69% 87.60% 73.00% 10.44% 11.96% 77.60% 64.67% 9.26% 3.23% 87.51% 72.92% 16.99% 5.76% 77.25% 64.37% 11.83% 1.38% 86.79% 72.33% 11.71% 11.91% 76.38% 63.65% 12.24% 1.01% 86.75% 72.29% 20.72% 5.47% 73.81% 61.51% 37

38 8.98% 4.33% 86.69% 72.24% 11.25% 15.51% 73.24% 61.03% 8.84% 5.83% 85.33% 71.10% 14.48% 13.21% 72.31% 60.26% 12.20% 2.49% 85.32% 71.10% 15.55% 13.32% 71.13% 59.28% 11.16% 4.00% 84.84% 70.70% 13.05% 16.05% 70.90% 59.08% 10.52% 5.17% 84.31% 70.26% 16.25% 13.28% 70.48% 58.73% 14.04% 1.85% 84.11% 70.09% 10.80% 20.55% 68.65% 57.20% 10.95% 5.08% 83.97% 69.97% 22.67% 9.02% 68.31% 56.92% 13.65% 2.91% 83.45% 69.54% 12.32% 19.79% 67.88% 56.57% 12.68% 3.88% 83.44% 69.53% 19.16% 13.32% 67.52% 56.26% 13.88% 2.77% 83.36% 69.46% 10.80% 22.00% 67.20% 56.00% 12.87% 4.45% 82.68% 68.90% 13.35% 21.40% 65.26% 54.38% 11.02% 6.30% 82.67% 68.90% 23.05% 11.89% 65.06% 54.22% 15.14% 2.29% 82.56% 68.80% 17.05% 17.95% 65.00% 54.17% 10.07% 7.38% 82.55% 68.79% 18.74% 16.78% 64.48% 53.73% 15.53% 1.94% 82.53% 68.77% 12.15% 23.44% 64.41% 53.67% 12.70% 4.81% 82.49% 68.74% 15.59% 21.43% 62.98% 52.48% 14.05% 3.72% 82.23% 68.53% 20.17% 17.14% 62.69% 52.24% 14.82% 3.13% 82.05% 68.37% 19.90% 17.99% 62.11% 51.76% 15.03% 2.93% 82.04% 68.37% 13.88% 25.31% 60.81% 50.68% 8.50% 9.66% 81.83% 68.19% 17.06% 22.22% 60.72% 50.60% 15.16% 3.22% 81.62% 68.01% 11.05% 30.13% 58.82% 49.01% 10.50% 7.93% 81.56% 67.97% 18.75% 23.00% 58.25% 48.54% 13.26% 5.18% 81.56% 67.97% 14.21% 27.86% 57.93% 48.27% 13.70% 4.78% 81.52% 67.94% 13.44% 28.69% 57.87% 48.23% 14.14% 4.55% 81.31% 67.76% 25.17% 17.31% 57.52% 47.93% 10.41% 8.31% 81.28% 67.73% 21.28% 22.01% 56.71% 47.26% 14.97% 4.11% 80.92% 67.43% 25.82% 18.08% 56.09% 46.74% 14.52% 4.65% 80.84% 67.36% 21.64% 22.27% 56.09% 46.74% 17.03% 2.14% 80.83% 67.36% 15.00% 29.69% 55.31% 46.09% 13.21% 6.16% 80.63% 67.19% 16.63% 28.83% 54.54% 45.45% 11.20% 8.35% 80.46% 67.05% 21.46% 24.59% 53.95% 44.96% 16.06% 3.51% 80.44% 67.03% 15.25% 31.41% 53.34% 44.45% 15.94% 4.01% 80.05% 66.71% 14.86% 32.05% 53.09% 44.24% 12.66% 7.40% 79.93% 66.61% 24.60% 22.56% 52.84% 44.03% 15.44% 4.71% 79.85% 66.54% 11.90% 36.10% 52.00% 43.34% 10.86% 9.60% 79.53% 66.28% 26.91% 22.07% 51.02% 42.52% 17.76% 3.02% 79.21% 66.01% 20.05% 29.17% 50.78% 42.32% 12.69% 8.37% 78.94% 65.79% 18.31% 31.15% 50.54% 42.12% 17.20% 3.91% 78.88% 65.74% 29.52% 20.39% 50.09% 41.74% 8.22% 13.00% 78.78% 65.65% 21.36% 28.69% 49.95% 41.63% 18.02% 3.33% 78.64% 65.54% 21.21% 29.30% 49.49% 41.25% 19.40% 1.99% 78.61% 65.51% 31.68% 19.97% 48.36% 40.30% 38

39 15.74% 5.66% 78.60% 65.50% 16.63% 35.15% 48.22% 40.18% 15.82% 5.87% 78.31% 65.26% 27.34% 24.92% 47.74% 39.78% 13.79% 8.16% 78.05% 65.04% 16.70% 36.33% 46.97% 39.14% 14.46% 7.63% 77.91% 64.93% 12.79% 40.31% 46.90% 39.08% 12.27% 9.96% 77.77% 64.81% 20.08% 33.21% 46.71% 38.93% 15.45% 6.93% 77.62% 64.68% 13.27% 40.58% 46.15% 38.46% 12.30% 10.14% 77.56% 64.64% 15.01% 39.11% 45.88% 38.23% 14.96% 7.52% 77.52% 64.60% 17.42% 36.94% 45.64% 38.03% 17.86% 4.66% 77.48% 64.56% 18.02% 37.10% 44.88% 37.40% 17.04% 5.50% 77.46% 64.55% 26.65% 28.83% 44.52% 37.10% 17.25% 5.29% 77.46% 64.55% 20.55% 35.01% 44.44% 37.04% 17.74% 4.92% 77.34% 64.45% 15.11% 41.56% 43.33% 36.11% 16.38% 6.56% 77.06% 64.22% 13.23% 43.45% 43.31% 36.10% 14.95% 8.03% 77.02% 64.18% 24.26% 32.50% 43.23% 36.03% 11.47% 11.51% 77.02% 64.18% 13.82% 43.78% 42.40% 35.33% 15.26% 7.83% 76.91% 64.09% 15.58% 42.24% 42.17% 35.14% 13.34% 10.04% 76.62% 63.85% 15.72% 43.48% 40.80% 34.00% 15.94% 7.55% 76.50% 63.75% 15.40% 44.06% 40.54% 33.79% 12.73% 10.85% 76.42% 63.68% 9.79% 49.72% 40.49% 33.74% 16.63% 7.05% 76.32% 63.60% 23.39% 36.57% 40.04% 33.37% 13.61% 10.15% 76.24% 63.53% 21.00% 39.06% 39.95% 33.29% 16.03% 7.75% 76.22% 63.52% 16.40% 43.91% 39.70% 33.08% 11.88% 12.34% 75.78% 63.15% 22.16% 38.60% 39.24% 32.70% 16.51% 7.74% 75.75% 63.12% 19.83% 40.97% 39.20% 32.67% 12.06% 12.25% 75.69% 63.07% 18.23% 43.28% 38.48% 32.07% 18.91% 5.63% 75.46% 62.88% 31.69% 29.89% 38.42% 32.02% 14.53% 10.08% 75.39% 62.82% 19.40% 42.66% 37.95% 31.62% 12.64% 11.97% 75.38% 62.82% 20.51% 42.39% 37.11% 30.92% 18.52% 6.15% 75.32% 62.77% 20.12% 43.34% 36.54% 30.45% 15.97% 8.70% 75.32% 62.77% 26.93% 37.35% 35.72% 29.77% 16.24% 8.51% 75.24% 62.70% 12.40% 52.31% 35.29% 29.41% 21.20% 3.59% 75.21% 62.67% 18.51% 47.86% 33.63% 28.03% 17.85% 7.20% 74.95% 62.45% 17.27% 49.36% 33.36% 27.80% 13.66% 11.43% 74.91% 62.43% 19.46% 48.38% 32.16% 26.80% 16.62% 8.47% 74.91% 62.42% 23.40% 44.85% 31.75% 26.46% 17.09% 8.03% 74.89% 62.41% 13.44% 55.16% 31.40% 26.17% 17.87% 7.34% 74.79% 62.32% 23.50% 45.77% 30.73% 25.61% 18.76% 6.45% 74.79% 62.32% 28.91% 40.55% 30.54% 25.45% 17.06% 8.44% 74.50% 62.08% 18.54% 52.08% 29.37% 24.48% 14.40% 11.39% 74.21% 61.84% 21.77% 49.12% 29.11% 24.26% 15.23% 10.60% 74.17% 61.81% 20.83% 50.10% 29.08% 24.23% 16.92% 8.93% 74.15% 61.79% 15.87% 56.26% 27.87% 23.23% 39

40 14.23% 11.80% 73.97% 61.64% 19.59% 52.56% 27.85% 23.21% 15.05% 11.01% 73.94% 61.62% 20.64% 51.66% 27.70% 23.08% 16.75% 9.34% 73.92% 61.60% 22.94% 50.05% 27.01% 22.50% 17.31% 8.83% 73.86% 61.55% 15.12% 58.71% 26.17% 21.80% 11.80% 14.50% 73.70% 61.41% 15.82% 58.41% 25.77% 21.48% 13.41% 13.02% 73.57% 61.31% 23.82% 50.99% 25.19% 20.99% 13.50% 12.99% 73.51% 61.26% 20.44% 56.20% 23.36% 19.46% 8.38% 18.46% 73.17% 60.97% 20.05% 57.45% 22.50% 18.75% 15.26% 11.60% 73.14% 60.95% 19.81% 60.37% 19.82% 16.52% 15.38% 11.87% 72.75% 60.62% 17.24% 63.30% 19.46% 16.21% 21.20% 6.22% 72.58% 60.49% 17.51% 63.16% 19.32% 16.10% A 14.52% 13.00% 72.48% 60.40% 18.84% 62.16% 19.00% 15.83% 13.28% 14.24% 72.48% 60.40% 17.16% 63.93% 18.91% 15.76% 11.36% 16.41% 72.22% 60.19% 22.99% 58.35% 18.66% 15.55% 15.08% 12.87% 72.04% 60.04% 28.76% 54.32% 16.93% 14.10% 11.59% 16.45% 71.96% 59.97% 22.39% 60.93% 16.69% 13.90% 14.71% 13.36% 71.92% 59.93% 24.43% 59.68% 15.89% 13.24% 12.84% 15.31% 71.85% 59.88% 24.62% 59.95% 15.43% 12.86% 12.12% 16.06% 71.82% 59.85% 19.51% 65.22% 15.27% 12.72% 17.53% 10.72% 71.75% 59.79% 17.56% 68.66% 13.78% 11.48% 16.32% 11.94% 71.73% 59.78% 20.89% 65.87% 13.24% 11.03% 21.70% 6.57% 71.73% 59.78% 24.16% 63.25% 12.59% 10.49% 15.65% 12.77% 71.58% 59.65% 28.86% 59.22% 11.92% 9.94% 18.03% 10.69% 71.28% 59.40% 23.33% 65.10% 11.57% 9.64% 13.93% 14.80% 71.27% 59.39% 18.08% 71.10% 10.81% 9.01% 21.91% 7.04% 71.04% 59.20% 13.60% 75.83% 10.57% 8.81% 9.29% 19.71% 71.00% 59.17% 28.17% 61.78% 10.05% 8.38% 21.46% 7.71% 70.84% 59.03% 26.89% 63.86% 9.25% 7.70% 10.88% 18.53% 70.59% 58.83% 26.99% 65.39% 7.62% 6.35% 13.92% 15.50% 70.58% 58.81% 17.56% 75.32% 7.12% 5.94% 11.77% 18.04% 70.19% 58.49% 22.69% 71.42% 5.90% 4.91% 13.38% 16.52% 70.10% 58.42% 15.34% 80.03% 4.63% 3.86% 13.74% 16.46% 69.80% 58.17% 13.85% 82.37% 3.79% 3.16% 14.54% 15.69% 69.78% 58.15% 17.19% 79.10% 3.71% 3.09% 17.59% 12.90% 69.51% 57.93% 21.96% 75.46% 2.58% 2.15% 16.91% 13.75% 69.34% 57.78% 22.09% 76.58% 1.33% 1.11% 14.63% 16.42% 68.95% 57.46% 21.16% 79.22% -0.38% -0.32% 15.15% 15.91% 68.94% 57.45% 19.64% 80.77% -0.41% -0.34% 16.31% 14.89% 68.80% 57.34% 21.87% 80.08% -1.95% -1.63% 13.69% 17.60% 68.71% 57.26% 13.56% 89.00% -2.56% -2.13% 18.63% 12.95% 68.42% 57.02% 22.09% 82.48% -4.57% -3.81% 14.75% 16.94% 68.30% 56.92% A 22.77% 84.33% -7.10% -5.91% 40

41 15.91% 15.82% 68.26% 56.89% 27.65% 80.67% -8.32% -6.93% 16.24% 16.96% 66.80% 55.66% 19.20% 89.53% -8.73% -7.28% 17.08% 16.36% 66.56% 55.47% 18.09% 91.37% -9.46% -7.88% 14.91% 18.57% 66.52% 55.43% 18.85% 91.06% -9.91% -8.26% 22.59% 11.13% 66.27% 55.23% 27.91% 82.42% % -8.61% 13.49% 20.28% 66.23% 55.19% 19.04% 96.36% % % 13.95% 20.03% 66.02% 55.02% 18.03% 98.96% % % 16.70% 17.37% 65.92% 54.94% 16.31% % % % 13.72% 20.46% 65.82% 54.85% 21.70% 97.06% % % 21.44% 12.91% 65.65% 54.71% 25.56% 93.29% % % 16.55% 18.55% 64.90% 54.09% 37.06% 81.84% % % 14.76% 20.40% 64.84% 54.03% 25.43% 94.83% % % 11.77% 23.42% 64.80% 54.00% 19.96% % % % 16.44% 18.93% 64.63% 53.86% 17.02% % % % 14.00% 21.42% 64.59% 53.82% 17.79% % % % 8.68% 26.74% 64.58% 53.82% 19.98% % % % 21.23% 15.23% 63.55% 52.95% 17.88% % % % 13.15% 23.39% 63.46% 52.89% 19.41% % % % 12.49% 24.15% 63.36% 52.80% 20.29% % % % 15.80% 21.27% 62.93% 52.44% 25.64% % % % 12.61% 24.52% 62.87% 52.39% 23.90% % % % 18.37% 18.97% 62.65% 52.21% 20.24% % % % 12.11% 25.95% 61.94% 51.62% 25.10% % % % 13.47% 24.69% 61.84% 51.53% 18.53% % % % 16.36% 22.12% 61.52% 51.27% 18.92% % % % 13.91% 24.61% 61.48% 51.23% 18.54% % % % 13.17% 25.92% 60.91% 50.76% 24.30% % % % 15.55% 24.18% 60.27% 50.22% 19.38% % % % 19.45% 20.29% 60.26% 50.22% 27.74% % % % 15.65% 24.63% 59.72% 49.76% 25.54% % % % 15.86% 24.56% 59.58% 49.65% 30.77% % % % 16.63% 25.14% 58.23% 48.53% 19.73% % % % 22.23% 19.99% 57.78% 48.15% 23.19% % % % 13.47% 28.76% 57.76% 48.13% 22.36% % % % 16.14% 26.37% 57.48% 47.90% 29.72% % % % 16.01% 26.74% 57.25% 47.71% 29.94% % % % 14.82% 28.20% 56.99% 47.49% 23.18% % % % 13.48% 29.58% 56.95% 47.46% 19.56% % % % 12.31% 31.45% 56.25% 46.87% 24.23% % % % 15.82% 29.08% 55.10% 45.92% 17.45% % % % 19.74% 26.06% 54.21% 45.17% 19.76% % % % 18.67% 27.48% 53.85% 44.87% 21.21% % % % 41

42 18.82% 27.78% 53.40% 44.50% 19.40% % % % 16.24% 33.64% 50.13% 41.77% 23.27% % % % 14.3% 36.96% 48.91% 40.76% 17.24% % % % 17.78% 37.93% 44.29% 36.91% 16.27% % % % 19.75% 79.00% 1.25% 1.04% 22.14% % % % 15.46% % % % 26.01% % % % 60% 1 VaR 2003 VaR VaR VaR VaR 42

43 % % % 60% % 60% % 60% 60% 60% G30 VaR 43

44 VaR VaR VaR VaR VaR VaR ARCH 11 J.P Morgan 1996 RiskMetrics Technical Document 12 J.P Morgan 2000 RiskMetrics Technical Document 13 J.P Morgan/Reuters Risk Metrics Monitor VaR 16..K VaR 44

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