zeeliin bagtsiig ediiin zasgiin salbaruudaar onowchloh nu 2013

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Zeeliin Bagtsiig Ediiin Zasgiin Salbaruudaar Onowchloh Nu 2013

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  • 1

    : -340400

    : ................................................ . , (Ph.D)

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    . 2013

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  • 7

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  • 15

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  • 20

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  • 21

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    24 Philippe Jorion Financial Risk Management Handbook Second Edition 2003 25 Paul J Atzberger Portfolio Theory

  • 22

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    26 Philippe Jorion Financial Risk Management Handbook Second Edition 2003

  • 23

    .

    27.

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  • 24

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  • 25

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  • 26

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  • 28

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  • 29

    .

    L=(, ) = + (1 ) + ( - ) (1.2.3) , 1, 2

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  • 30

    .

    32.

    = min = 1

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  • 31

    .

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    1.2.3 Credit Portfolio View (CPV) 33

    Credit Portfolio View (CPV) Wilson (1997a 1997b) .

    CPV

    Monte Carlo simulation .

    . CPV mark-to-market default-

    mode .

    .

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    . mark-to-market Wilson (1997a, 1997b

    1998) . CPV default-mode .

    .

    .

    .

    .

    33 Philippe Jorion Financial Risk Management Handbook Second Edition 2003

  • 32

    .

    logistic

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    34.

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    AR(2) Boss, (2002) Virolainen, (2004)

    ARMA- . 34 Philippe Jorion Financial Risk Management Handbook Second Edition 2003

  • 33

    Xj,t- , - , n AR-

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  • 36

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    38

  • 37

    1.

    2008 3- . 2009 3-

    39.

    Dependent Variable: Y Method: Least Squares Date: 04/28/13 Time: 12:57 Sample(adjusted): 2001:4 2012:3 Included observations: 44 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C 2049258. 7226959. 0.283557 0.7782 Y(-1) 0.979094 0.116014 8.439415 0.0000 X(-7) -0.171176 0.073398 -2.332167 0.0248 X(-6) 0.166004 0.061614 2.694243 0.0103

    R-squared 0.962084 Mean dependent var 1.51E+08 Adjusted R-squared 0.959240 S.D. dependent var 1.53E+08 S.E. of regression 30949348 Akaike info criterion 37.42011 Sum squared resid 3.83E+16 Schwarz criterion 37.58231 Log likelihood -819.2424 F-statistic 338.3192 Durbin-Watson stat 1.768458 Prob(F-statistic) 0.000000

    1

    , 6 , 7

    . 96

    .

    39

    050000000100000001500000020000000250000003000000035000000400000004500000050000000

    0.00000.05000.10000.15000.20000.2500

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  • 38

    2.

    Dependent Variable: Y1 Method: Least Squares Date: 04/28/13 Time: 13:26 Sample(adjusted): 2001:4 2012:3 Included observations: 44 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C 268062.6 967081.3 0.277187 0.7830 Y1(-1) 0.843765 0.076468 11.03418 0.0000 X1(-7) 0.024060 0.015317 1.570850 0.1239

    R-squared 0.890863 Mean dependent var 11412452 Adjusted R-squared 0.885539 S.D. dependent var 12760926 S.E. of regression 4317288. Akaike info criterion 33.45990 Sum squared resid 7.64E+14 Schwarz criterion 33.58155 Log likelihood -733.1178 F-statistic 167.3369 Durbin-Watson stat 1.481384 Prob(F-statistic) 0.000000

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  • 39

    Dependent Variable: Y2 Method: Least Squares Date: 04/28/13 Time: 13:27 Sample(adjusted): 2002:4 2012:3 Included observations: 40 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C -1605089. 2202500. -0.728758 0.4709 Y2(-1) 0.737549 0.118763 6.210260 0.0000

    X2(-11) -0.089956 0.049905 -1.802546 0.0798 X2(-6) 0.142862 0.033255 4.295987 0.0001

    R-squared 0.961626 Mean dependent var 29582034 Adjusted R-squared 0.958429 S.D. dependent var 38066764 S.E. of regression 7761459. Akaike info criterion 34.66188 Sum squared resid 2.17E+15 Schwarz criterion 34.83077 Log likelihood -689.2376 F-statistic 300.7149 Durbin-Watson stat 2.090985 Prob(F-statistic) 0.000000

    1

    , 6

    , 11 .

    Dependent Variable: Y3 Method: Least Squares Date: 04/28/13 Time: 13:29 Sample(adjusted): 2002:3 2012:3 Included observations: 41 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C -280837.5 1573019. -0.178534 0.8593 Y3(-1) 0.788543 0.069160 11.40179 0.0000

    X3(-10) -0.168520 0.028266 -5.961984 0.0000 X3(-6) 0.171038 0.029037 5.890329 0.0000

    R-squared 0.955777 Mean dependent var 33232388 Adjusted R-squared 0.952192 S.D. dependent var 26546977

    01000000020000000300000004000000050000000600000007000000080000000

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  • 40

    S.E. of regression 5804520. Akaike info criterion 34.07864 Sum squared resid 1.25E+15 Schwarz criterion 34.24582 Log likelihood -694.6121 F-statistic 266.5588 Durbin-Watson stat 2.167730 Prob(F-statistic) 0.000000

    1

    , 21

    .

    Dependent Variable: Y4 Method: Least Squares Date: 04/28/13 Time: 13:30 Sample(adjusted): 2001:3 2012:3 Included observations: 45 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C -340752.1 2124640. -0.160381 0.8734 Y4(-1) 0.835181 0.116183 7.188520 0.0000 X4(-6) -0.119717 0.056050 -2.135885 0.0387 X4(-5) 0.141814 0.046067 3.078418 0.0037

    R-squared 0.910154 Mean dependent var 24162669 Adjusted R-squared 0.903580 S.D. dependent var 31852496 S.E. of regression 9890721. Akaike info criterion 35.13678 Sum squared resid 4.01E+15 Schwarz criterion 35.29737 Log likelihood -786.5775 F-statistic 138.4450 Durbin-Watson stat 1.735203 Prob(F-statistic) 0.000000

    1

    , 6

    , 5 41.

    41 Eviews 5.0

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  • 41

    Dependent Variable: Y5 Method: Least Squares Date: 04/28/13 Time: 13:31 Sample(adjusted): 2003:2 2012:3 Included observations: 38 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C 2243162. 1561117. 1.436896 0.1599 Y5(-1) 0.672850 0.065899 10.21040 0.0000 X5(-1) -0.029454 0.006823 -4.316766 0.0001 X5(-5) 0.060038 0.011264 5.330221 0.0000

    R-squared 0.961943 Mean dependent var 31318173 Adjusted R-squared 0.958585 S.D. dependent var 22241477 S.E. of regression 4526302. Akaike info criterion 33.58801 Sum squared resid 6.97E+14 Schwarz criterion 33.76039 Log likelihood -634.1722 F-statistic 286.4639 Durbin-Watson stat 1.790306 Prob(F-statistic) 0.000000

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  • 42

    Dependent Variable: Y6 Method: Least Squares Date: 04/28/13 Time: 13:32 Sample(adjusted): 2001:4 2012:3 Included observations: 42 Excluded observations: 2 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C -579446.0 596867.2 -0.970812 0.3379 Y6(-1) 0.732981 0.090897 8.063861 0.0000 X6(-1) -0.084557 0.034573 -2.445740 0.0193 X6(-2) 0.098809 0.038591 2.560415 0.0147 X6(-7) 0.061474 0.029783 2.064027 0.0461

    R-squared 0.882505 Mean dependent var 5536848. Adjusted R-squared 0.869803 S.D. dependent var 6700659. S.E. of regression 2417790. Akaike info criterion 32.34595 Sum squared resid 2.16E+14 Schwarz criterion 32.55281 Log likelihood -674.2649 F-statistic 69.47667 Durbin-Watson stat 2.286787 Prob(F-statistic) 0.000000

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  • 43

    Dependent Variable: Y7 Method: Least Squares Date: 04/28/13 Time: 13:34 Sample(adjusted): 2006:1 2012:3 Included observations: 27 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C -682572.3 697882.6 -0.978062 0.3387 Y7(-11) -0.403150 0.155133 -2.598745 0.0164 X7(-4) 0.218880 0.043652 5.014204 0.0001 X7(-5) -0.151554 0.047879 -3.165329 0.0045 X7(-8) 0.078234 0.039253 1.993070 0.0588

    R-squared 0.628773 Mean dependent var 2135047. Adjusted R-squared 0.561277 S.D. dependent var 2454536. S.E. of regression 1625791. Akaike info criterion 31.60646 Sum squared resid 5.82E+13 Schwarz criterion 31.84643 Log likelihood -421.6873 F-statistic 9.315716 Durbin-Watson stat 1.472347 Prob(F-statistic) 0.000146

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  • 44

    Dependent Variable: Y8 Method: Least Squares Date: 04/28/13 Time: 13:35 Sample(adjusted): 2006:2 2012:3 Included observations: 26 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C 1261538. 622156.8 2.027684 0.0549 Y8(-1) 1.094379 0.076378 14.32843 0.0000

    X8(-10) -0.071985 0.031475 -2.287028 0.0322 X8(-12) 0.061011 0.031368 1.945020 0.0647

    R-squared 0.955812 Mean dependent var 11651059 Adjusted R-squared 0.949787 S.D. dependent var 8871754. S.E. of regression 1988010. Akaike info criterion 31.98380 Sum squared resid 8.69E+13 Schwarz criterion 32.17736 Log likelihood -411.7895 F-statistic 158.6257 Durbin-Watson stat 1.824704 Prob(F-statistic) 0.000000

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  • 45

    Dependent Variable: Y9 Method: Least Squares Date: 04/28/13 Time: 14:01 Sample(adjusted): 2000:2 2012:3 Included observations: 50 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C 430245.5 196944.2 2.184606 0.0339 Y9(-1) 1.185120 0.121556 9.749576 0.0000 X9(-1) -0.050335 0.022845 -2.203297 0.0325

    R-squared 0.858207 Mean dependent var 2085160. Adjusted R-squared 0.852174 S.D. dependent var 2527141. S.E. of regression 971640.0 Akaike info criterion 30.46948 Sum squared resid 4.44E+13 Schwarz criterion 30.58420 Log likelihood -758.7371 F-statistic 142.2350 Durbin-Watson stat 2.298294 Prob(F-statistic) 0.000000

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  • 46

    Dependent Variable: Y10 Method: Least Squares Date: 04/28/13 Time: 14:03 Sample(adjusted): 2001:1 2012:3 Included observations: 47 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    Y10(-1) 0.874342 0.074373 11.75617 0.0000 X10(-4) 0.005088 0.002969 1.713729 0.0935

    R-squared 0.914005 Mean dependent var 13302801 Adjusted R-squared 0.912095 S.D. dependent var 12875998 S.E. of regression 3817587. Akaike info criterion 33.18976 Sum squared resid 6.56E+14 Schwarz criterion 33.26849 Log likelihood -777.9593 F-statistic 478.2893 Durbin-Watson stat 1.793172 Prob(F-statistic) 0.000000

    1

    , 1

    .

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  • 47

    2.2.

    2.2.1

    2008

    ,

    . 2010

    .

    1- .

    //

    :

    / /

    :

    -

    1,000,000.00

    2,000,000.00

    3,000,000.00

    4,000,000.00

    5,000,000.00

    6,000,000.00

    7,000,000.00

    8,000,000.00

    2000

    .I20

    00.IV

    2001

    .III

    2002

    .II20

    03.I

    2003

    .IV20

    04.II

    I20

    05.II

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    .I20

    06.IV

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    .III

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    .II20

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    2009

    .IV20

    10.II

    I20

    11.II

    2012

    .I20

    12.IV

    -1,000,000.00 -

    1,000,000.00 2,000,000.00 3,000,000.00 4,000,000.00 5,000,000.00 6,000,000.00 7,000,000.00 8,000,000.00

    2000

    .I

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    2002

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  • 48

    2000-2006

    , 2006-2008

    . 2008-2011

    , 2011

    , 46.

    2000.1 2012.4-

    .

    Dependent Variable: LOAN

    Method: Least Squares

    Date: 05/25/13 Time: 07:21

    Sample(adjusted): 2001:4 2012:4

    Included observations: 45 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C -1124574. 316102.3 -3.557626 0.0010

    LOAN(-1) 0.871009 0.042632 20.43100 0.0000

    GDP 0.260850 0.058716 4.442602 0.0001

    GDP(-3) 0.176442 0.062469 2.824495 0.0076

    IR(-5) 12507.65 3932.236 3.180798 0.0030

    TB(-2) 0.481058 0.098867 4.865719 0.0000

    CPI(-7) -8475.170 2564.162 -3.305239 0.0021

    USD(-4) 598.8462 229.5524 2.608756 0.0130

    R-squared 0.998043 Mean dependent var 2134913.

    Adjusted R-squared 0.997672 S.D. dependent var 1926970.

    S.E. of regression 92969.23 Akaike info criterion 25.87774

    Sum squared resid 3.20E+11 Schwarz criterion 26.19892

    Log likelihood -574.2491 F-statistic 2695.101

    Durbin-Watson stat 2.436524 Prob(F-statistic) 0.000000

    GDP //, IR / / 3 , TB

    / / 2 , CPI / / 7

    , USD / / 4

    .

    46

  • 49

    2013 4-

    ARMA, ARIMA .

    Dependent Variable: LOAN Method: Least Squares Date: 04/26/13 Time: 00:03

    Sample(adjusted): 2000:3 2012:4 Included observations: 50 after adjusting endpoints Convergence achieved after 21 iterations

    Backcast: 2000:2

    Variable Coefficient Std. Error t-Statistic Prob.

    C 221240.0 73611.48 3.005510 0.0044 @TREND -32314.57 7354.500 -4.393850 0.0001

    @TREND^2 2749.517 151.1987 18.18480 0.0000 AR(1) 1.972540 0.046178 42.71591 0.0000 AR(2) -1.114178 0.054223 -20.54803 0.0000 MA(1) -0.989949 0.000724 -1367.881 0.0000

    R-squared 0.997803 Mean dependent var 1929171. Adjusted R-squared 0.997553 S.D. dependent var 1929529. S.E. of regression 95451.42 Akaike info criterion 25.88279 Sum squared resid 4.01E+11 Schwarz criterion 26.11223 Log likelihood -641.0697 F-statistic 3995.843 Durbin-Watson stat 2.118743 Prob(F-statistic) 0.000000

    Inverted AR Roots .99 -.38i .99+.38i Estimated AR process is nonstationary

    Inverted MA Roots .99

    2013 1 4-

    . 47:

    2010.I 2,734,817.00 2,638,937.11 2010.II 2,849,058.49 2,844,967.36 2010.III 3,050,299.85 3,165,588.83 2010.IV 3,228,171.13 3,355,163.90 2011.I 3,696,259.74 3,624,346.57 2011.II 4,517,280.91 4,382,932.74 2011.III 5,018,952.98 5,104,663.74 2011.IV 5,597,743.59 5,381,884.20 2012.I 5,741,473.52 5,967,360.40 2012.II 6,266,014.61 6,242,408.79 2012.III 6,819,411.08 6,679,776.49 2012.IV 6,941,135.22 7,025,533.38 2013.I

    7,139,387.40

    2013.II 7,199,364.92

    2013.III 7,386,355.39

    2013.IV 7,472,678.27

    47

  • 50

    2.2.2 CPV

    . 2000-2012

    .

    / /

    :

    CPV

    ,

    .

    48:

    Dependent Variable: NPL Method: Least Squares Date: 05/26/13 Time: 07:26 Sample(adjusted): 2001:4 2012:4 Included observations: 45 after adjusting endpoints

    Variable Coefficient Std. Error t-Statistic Prob.

    C -0.199030 0.035240 -5.647773 0.0000 NPL(-1) 0.233698 0.108355 2.156789 0.0376

    USD 0.000139 2.46E-05 5.663969 0.0000 CPI -0.000785 0.000294 -2.666923 0.0113

    UNEM(-4) -0.004297 0.001920 -2.237944 0.0313 UNEM(-7) 0.006929 0.001930 3.590818 0.0010 CDR(-1) -1.75E-08 4.29E-09 -4.079155 0.0002 CNY(-3) 0.000605 0.000181 3.333230 0.0020

    R-squared 0.940827 Mean dependent var 0.069391 Adjusted R-squared 0.929632 S.D. dependent var 0.033934 S.E. of regression 0.009002 Akaike info criterion -6.423005 Sum squared resid 0.002998 Schwarz criterion -6.101820 Log likelihood 152.5176 F-statistic 84.04116 Durbin-Watson stat 2.061244 Prob(F-statistic) 0.000000

    48 48 .

    -1,000,000.00 2,000,000.00 3,000,000.00 4,000,000.00 5,000,000.00 6,000,000.00 7,000,000.00 8,000,000.00

    2000

    .I20

    00.II

    I20

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    .III

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  • 51

    NPL USD / /,

    CPI / /, UNEM // CDR / /

    CNY / / .

    .

    AGR CNS EDU MAN MIN WHS MRG ICOM OTH

    USD (-3) 0.0002 (0.0008) Prob 0.0000 0.0001

    USD (-2) 0.0003 0.0008 Prob 0.0001 0.0001

    USD 0.0002 0.0001 0.0001 Prob 0.0001 0.0000 0.0000

    CNY (-3) 0.0017 0.0008 Prob 0.0004 0.0002

    CNY (-2) 0.0008 0.0005 Prob 0.0003 0.0002

    CNY (0.002) 0.0009 0.0014 Prob 0.0004 0.0002 0.0004

    EX (-4) 0.0000 Prob 0.0000

    EX (-2) 0.0003 Prob 0.0000

    CPI (-7) (0.003) Prob 0.0008

    CPI (-6) (0.010) (0.019) Prob 0.0005 0.0007

    CPI (-5) 0.0008

    Prob 0.0003

    CPI (-4) Prob

    CPI (-3) 0.0007 Prob 0.0002

    CPI (-2) 0.0033 Prob 0.0009

    CDR (-3) 0.0000 Prob 0.0000

    CDR (0.000) (0.000) (0.000) Prob 0.0000 0.0000 0.0000

    M2 (-2) (0.000) 0.0000 (0.000)

    Prob 0.0000 0.0000 0.0000

    M2 (-1) Prob

    UNEM (-3) 0.0113 Prob 0.0029

    UNEM (-2) 0.0034

    Prob 0.0012

    UNEM 0.0283 0.0175

  • 52

    Prob 0.0035 0.0049

    IP (-3) (0.000) Prob 0.0000

    IP (-2) 0.0000 Prob 0.0000

    TB (-4) (0.0000) Prob 0.0000

    TB (-3) (0.000) Prob 0.0000

    TB 0.0000 Prob 0.0000

    GDP (-3) 0.0000 Prob 0.0000

    GDP (0.000) Prob 0.0000

    IR (-4) 0.0077 Prob 0.0029

    IR (-3) (0.005) Prob 0.0028

    IR (-1) 0.0024 Prob 0.0008

    IR (0.025) Prob (0.006)

    FT (-2) (0.0002) Prob 0.0000

    FT Prob

    SHR (-8) 0.0000 Prob

    C 0.5351 (0.515) (0.081) (0.194) (0.095) (0.232) (0.627) 0.0211 0.0079

    Prob 0.2288 0.0962 0.0454 0.0415 0.0296 0.0293 0.0974 0.0893 0.0051

    0.9621 0.9169 0.8743 0.8512 0.8273 0.9556 0.9512 0.9462 0.7155

    .

    .

    .

    .

    5

    49.

    .

    . 49

  • 53

    2013 I II III IV

    1 CNY 233.72 237.88 242.12 246.44 2 CPI 16.37 18.49 21.05 24.07 3 CDR 3,616,236.65 3,702,497.78 3,788,758.90 3,875,020.03 4 EX 2,559.95 3,355.01 2,972.10 3,320.23 5 M2 7,564,576.93 7,976,836.40 8,303,281.00 8,635,904.18 6 UNEM 10.80 11.09 11.39 11.70 7 USD 1,381.01 1,387.31 1,393.62 1,399.93 8 IR 15.51 15.09 15.19 15.04 9 IP 903,842.73 1,049,738.89 1,072,454.10 1,095,169.32 10 GDP 3,237,455.77 3,786,661.39 3,922,370.84 4,060,616.91 11 TB (911,170.73) (770,948.50) (480,233.11) (301,715.21) 12 FT 3,803.39 7,166.06 10,121.94 13,638.95 13 CBI 9.72 11.51 11.51 11.51 14 SHR 8,111.82 8,317.29 8,522.76 11,356.05

    NPL

    CPV

    . CPV= =

    CPV

    0,42-0,49 .

    CPV-

    0,5 100% CPV- 0,26 . 2008 2009 1-

    , 2009 1- 2011 1-

    , 2011 1- 2012 4-

    .

    50.

    2.2.3 PV

    .

    3 4-

    50 CVP- .

    / NPL CPV 1 0% 0.5

    2 3% 0.4925 3 10% 0.4751

    4 30% 0.4258

    5 50% 0.3779

  • 54

    . CPV- CPV-

    . 5-

    .

    51.

    CNS / /

    /./

    NPL CPV

    CPV/

    CPV

    1 I 294,144.29 0.0116 0.4971 0.1259 0.1018 0.0626

    2 II 349,029.07 0.0177 0.4956 0.1364 0.1015 0.0676

    3 III 400,857.94 0.0256 0.4936 0.1477 0.1014 0.0729

    4 2008 IV 383,234.86 0.0732 0.4818 0.1454 0.1006 0.0701

    5 I 419,638.74 0.1402 0.4651 0.1571 0.0987 0.0731

    6 II 419,638.74 0.154 0.4617 0.1571 0.0985 0.0725

    7 III 392,387.87 0.2012 0.45 0.1492 0.0996 0.0671

    8 2009 IV 382,979.24 0.2771 0.4314 0.1442 0.0946 0.0622

    9 I 452,981.89 0.217 0.4461 0.1656 0.0967 0.0739

    10 II 440,097.95 0.2183 0.4458 0.1545 0.0965 0.0689

    11 III 348,856.87 0.2218 0.445 0.1144 0.0956 0.0509

    12 2010 IV 349,355.10 0.1832 0.4545 0.1082 0.0974 0.0492

    13 I 382,606.52 0.1517 0.4623 0.1035 0.0988 0.0479

    14 II 499,258.43 0.1023 0.4745 0.1105 0.1006 0.0524

    15 III 633,568.59 0.0784 0.4805 0.1262 0.1008 0.0607

    16 2011 IV 661,304.69 0.0528 0.4868 0.1181 0.1019 0.0575

    17 I 669,658.58 0.0771 0.4808 0.1166 0.1004 0.0561

    18 II 738,440.70 0.0385 0.4904 0.1178 0.1013 0.0578

    19 III 831,588.28 0.0707 0.4824 0.1219 0.1004 0.0588

    20 2012 IV 899,892.99 0.2278 0.4435 0.1296 0.0943 0.0575

    21 I 917,975.67 0.3127 0.4227 0.1286 0.0912 0.0543

    22 II 923,254.34 0.3626 0.4106 0.1282 0.088 0.0527

    23 III 941,145.65 0.2431 0.4397 0.1274 0.0957 0.056

    24 2013 IV 949,464.03 0.2376 0.441 0.1271 0.0964 0.056

    51

  • 55

    I II III 2013 IV I II III 2013 IV

    ARG

    206,917.22 213,121.16 232,755.79 241,857.18 216,829.83 226,032.65 255,016.80 268,434.33

    CPV/ECPV 0.1041 0.1034 0.1050 0.1054 0.1541 0.1534 0.1550 0.1554

    CNS 917,975.67 923,254.34 941,145.65 949,464.03 899,892.99 899,892.99 899,892.99 899,892.99

    CPV/ECPV 0.0912 0.0880 0.0957 0.0964 - - - -

    EDU 52,793.29 58,235.77 75,337.24 83,265.41 34,427.25 34,427.25 34,427.25 34,427.25

    CPV/ECPV 0.0926 0.0907 0.0915 0.0918 - - - -

    ICOM 58,568.81 64,360.30 79,356.47 86,348.44 41,402.70 41,402.70 41,402.70 41,402.70

    CPV/ECPV 0.0866 0.0966 0.0802 0.0810 - - - -

    MAN 818,372.08 824,614.53 844,361.66 853,501.71 828,284.69 837,526.02 866,622.67 880,078.86

    CPV/ECPV 0.1048 0.1041 0.1056 0.1059 0.1548 0.1541 0.1556 0.1559

    MIN 818,139.28 824,106.34 842,608.68 851,178.12 818,139.28 824,106.34 842,608.68 851,178.12

    CPV/ECPV 0.0993 0.0995 0.0989 0.0993 0.0993 0.0995 0.0989 0.0993

    MRG 991,641.37 998,005.57 1,018,145.91 1,027,485.95 1,011,466.59 1,023,828.54 1,062,667.93 1,080,640.25

    CPV/ECPV 0.1068 0.1061 0.1077 0.1082 0.2068 0.2061 0.2077 0.2082

    TRS 235,667.23 241,808.70 261,130.93 269,726.10 235,667.23 241,808.70 261,130.93 269,726.10

    CPV/ECPV 0.1039 0.1024 0.1033 0.0996 0.1039 0.1024 0.1033 0.0996

    WHS 1,162,318.81 1,168,467.12 1,187,884.93 1,196,837.57 1,166,363.16 1,174,028.90 1,196,681.64 1,207,291.68

    CPV/ECPV 0.1034 0.1025 0.1038 0.1037 0.1238 0.1278 0.1211 0.1229

    OTH 1,876,993.64 1,883,391.08 1,903,628.14 1,913,013.75 1,886,906.25 1,896,302.57 1,925,889.15 1,939,590.90

    CPV/ECPV 0.1073 0.1067 0.1082 0.1087 0.1573 0.1567 0.1582 0.1587

  • .

    .

    2008-2012 . :

    (, )

    2008 2009 2010 2011 2012

    , , , 34.4 22.6 34.4 22.6 34.4 22.6 19.2 12.3 29.8 24.8 36 22.2 22.2 22.2 21.9 18.3 21.6 14.4 22.6 15.4 30 23.1 30 23.1 27.6 23.1 23.4 19.6 29.6 18 26.5 18.8 26.5 18.8 20.2 15.53 19.2 12 22.5 14.4 36.2 20.5 36.2 20.5 27.8 13.2 23.4 13.2 28 14.5 29.6 25 29.6 25 25 13.2 21.2 12 26 15 26.4 18 26.4 18 21.6 12 19.6 15.6 20.5 14.6 32.6 22.1 32.64 22.08 29.6 18.6 21.2 15.6 28.6 15.8

    .

    .

    2008 2009 2010 2011 2012 , , , S1 4.8% 6.2% 5.0% 3.3% 2.7% S2 6.4% 9.6% 12.8% 12.0% 12.3% S3 14.2% 15.8% 15.3% 11.5% 11.1% S4 13.9% 15.2% 13.4% 11.6% 12.2% S5 24.9% 20.4% 18.3% 17.5% 16.6% S6 2.2% 2.3% 2.7% 3.2% 3.1% S7 4.3% 6.7% 10.6% 13.4% 13.9% S8 27.5% 22.1% 20.0% 25.6% 26.6%

  • - , , ,

    Dependent Variable: S1 Method: Least Squares Date: 05/27/13 Time: 11:14 Sample: 2008 2012 Included observations: 5

    Variable Coefficient Std. Error t-Statistic Prob.

    C 1.081571 3.268481 0.330909 0.7625 R1 -0.129021 0.124761 -1.034151 0.3771

    R-squared 0.262803 Mean dependent var 4.400000 Adjusted R-squared 0.017071 S.D. dependent var 1.401785 S.E. of regression 1.389768 Akaike info criterion 3.785326 Sum squared resid 5.794368 Schwarz criterion 3.629101 Log likelihood -7.463314 F-statistic 1.069469 Durbin-Watson stat 1.336775 Prob(F-statistic) 0.377121

    S1 = 1.081571143 - 0.1290213397*R1

    , , ,

    1

    0.13 .

    -

    Dependent Variable: S2 Method: Least Squares Date: 05/27/13 Time: 11:15 Sample: 2008 2012 Included observations: 5

    Variable Coefficient Std. Error t-Statistic Prob.

    C 23.00400 2.358523 9.753561 0.0023 R2 -0.571218 0.107014 -5.337769 0.0129

    R-squared 0.904737 Mean dependent var 10.62000 Adjusted R-squared 0.872983 S.D. dependent var 2.661203 S.E. of regression 0.948439 Akaike info criterion 3.021175 Sum squared resid 2.698609 Schwarz criterion 2.864951 Log likelihood -5.552939 F-statistic 28.49178 Durbin-Watson stat 3.449443 Prob(F-statistic) 0.012855

    S2 = 23.00399756 - 0.5712175994*R252

    1

    0.57 .

    52 .

  • -

    Dependent Variable: S3 Method: Least Squares Date: 05/27/13 Time: 11:15 Sample: 2008 2012 Included observations: 5

    Variable Coefficient Std. Error t-Statistic Prob.

    C -6.912986 8.081452 -0.855414 0.4552 R3 -0.826997 0.325138 -2.543527 0.0844

    R-squared 0.683194 Mean dependent var 13.58000 Adjusted R-squared 0.577593 S.D. dependent var 2.164948 S.E. of regression 1.407062 Akaike info criterion 3.810059 Sum squared resid 5.939470 Schwarz criterion 3.653834 Log likelihood -7.525148 F-statistic 6.469531 Durbin-Watson stat 1.419719 Prob(F-statistic) 0.084419

    S3 = -6.912985903 - 0.8269970098*R3

    1

    0.83 .

    -

    Dependent Variable: S4 Method: Least Squares Date: 05/27/13 Time: 11:15 Sample: 2008 2012 Included observations: 5

    Variable Coefficient Std. Error t-Statistic Prob.

    C 5.534111 2.498979 2.214549 0.1136 R4 -0.396606 0.126978 -3.123430 0.0523

    R-squared 0.764813 Mean dependent var 13.26000 Adjusted R-squared 0.686418 S.D. dependent var 1.420563 S.E. of regression 0.795493 Akaike info criterion 2.669465 Sum squared resid 1.898428 Schwarz criterion 2.513240 Log likelihood -4.673663 F-statistic 9.755817 Durbin-Watson stat 1.470495 Prob(F-statistic) 0.052332

    S4 = 5.534111292 - 0.3966061965*R453

    1

    0.39 .

    53 ,

  • -

    Dependent Variable: S5 Method: Least Squares Date: 05/27/13 Time: 11:16 Sample: 2008 2012 Included observations: 5

    Variable Coefficient Std. Error t-Statistic Prob.

    C 6.044412 5.486948 1.101598 0.3511 R5 -0.577228 0.230962 -2.499230 0.0878

    R-squared 0.675541 Mean dependent var 19.54000 Adjusted R-squared 0.567387 S.D. dependent var 3.309532 S.E. of regression 2.176788 Akaike info criterion 4.682752 Sum squared resid 14.21522 Schwarz criterion 4.526527 Log likelihood -9.706880 F-statistic 6.246148 Durbin-Watson stat 2.353018 Prob(F-statistic) 0.087766

    S5 = 6.044411672 - 0.5772279011*R5

    1

    0.58 .

    -

    Dependent Variable: S6 Method: Least Squares Date: 05/27/13 Time: 11:17 Sample: 2008 2012 Included observations: 5

    Variable Coefficient Std. Error t-Statistic Prob.

    C 4.565312 0.499624 9.137500 0.0028 R6 -0.084175 0.022119 -3.805624 0.0319

    R-squared 0.828403 Mean dependent var 2.700000 Adjusted R-squared 0.771203 S.D. dependent var 0.452769 S.E. of regression 0.216572 Akaike info criterion 0.067384 Sum squared resid 0.140710 Schwarz criterion -0.088841 Log likelihood 1.831540 F-statistic 14.48278 Durbin-Watson stat 1.635950 Prob(F-statistic) 0.031883

    S6 = 4.565312083 - 0.08417473298*R6

    1

    0.08 54.

    54

  • -

    Dependent Variable: S7 Method: Least Squares Date: 05/27/13 Time: 11:18 Sample: 2008 2012 Included observations: 5

    Variable Coefficient Std. Error t-Statistic Prob.

    C 36.53461 8.011790 4.560106 0.0198 R7 -1.387687 0.412361 -3.365221 0.0436

    R-squared 0.790572 Mean dependent var 9.780000 Adjusted R-squared 0.720762 S.D. dependent var 4.191301 S.E. of regression 2.214807 Akaike info criterion 4.717382 Sum squared resid 14.71611 Schwarz criterion 4.561157 Log likelihood -9.793454 F-statistic 11.32471 Durbin-Watson stat 2.324840 Prob(F-statistic) 0.043565

    S7 = 36.53460899 - 1.387687188*R7

    1

    1.38 .

    - Dependent Variable: S8 Method: Least Squares Date: 05/27/13 Time: 11:19 Sample: 2008 2012 Included observations: 5

    Variable Coefficient Std. Error t-Statistic Prob.

    C 27.84887 11.50479 2.420634 0.0941 R8 -0.145978 0.476583 -0.306301 0.7794

    R-squared 0.030325 Mean dependent var 24.36000 Adjusted R-squared -0.292900 S.D. dependent var 3.183237 S.E. of regression 3.619524 Akaike info criterion 5.699737 Sum squared resid 39.30287 Schwarz criterion 5.543512 Log likelihood -12.24934 F-statistic 0.093820 Durbin-Watson stat 1.551428 Prob(F-statistic) 0.779403

    S8 = 27.84886963 - 0.1459778086*R8

    1

    0.14 55.

    55 10

  • . 56:

    -

    -

    100

    , , , 2.7% 28.3% 2.6% 2.7% 795358.28 12.3% 20.0% 11.7% 12.4% 3628417 11.1% 24.8% 10.3% 10.9% 3178057.1 12.2% 19.5% 11.8% 12.5% 3651499 16.6% 22.3% 16.0% 17.0% 4956806.1 3.1% 21.5% 3.0% 3.2% 932975.88 13.9% 18.6% 12.5% 13.3% 3870810.2 26.6% 23.2% 26.5% 28.0% 8183818.5

    12.3% 22.3% 94.4% 100.0% 29197742

    -

    -

    100

    , , , 2.7% 26.3% 2.8% 2.8% 804929.87 12.3% 18.0% 12.9% 12.5% 3662195.4 11.1% 22.8% 11.9% 11.6% 3393540.1 12.2% 17.5% 12.6% 12.3% 3584061.2 16.6% 20.3% 17.2% 16.7% 4887367 3.1% 19.5% 3.2% 3.1% 905980.39 13.9% 16.6% 15.3% 14.9% 4349743.6 26.6% 21.2% 26.7% 26.1% 7609924.6

    12.3% 162.1% 102.6% 100.0% 29197742

    56

  • 2008

    ,

    . 2010 .

    :

    LOAN = -1124573.71 + 0.871*LOAN(-1) + 0.2608*GDP + 0.1764*GDP(-3) +

    12507.6506*IR(-5) + 0.481*TB(-2) - 8475.1695*CPI(-7) + 598.8461*USD(-4)

    :

    NPL = -0.199 + 0.2336*NPL(-1) + 0.0001*USD - 0.0007*CPI - 0.0042*UNEM(-7)

    + 0.0069*UNEM(-4) - 1.751940235e-08*CDR(-1) + 0.0006*CNY(-3)

    9

    .

    ARMA, ARIMA

    .

    CPV

    (0.26;0.5) 0.5- ,

    0.26- .

    , ,

    . ,

    .

    ,

    ,

    . .

  • 1. . ,

    2006

    2. . 2008

    3. . 2007

    4. . " "

    5. . 2006

    6. ., . " "

    7. .- " " 2005

    8. ,

    . .

    9. . 2006

    10. . , 2007

    11. Paul J Atzberger Portfolio Theory

    http://riskencyclopedia.com/articles/portfolio_theory/

    12. Peter Rose Commercial bank management

    http://www.jpmorgan.com/pages/jpmorgan/cb

    13. Philippe Jorion Financial Risk Management Handbook Second Edition 2003

    14. http://www.amazon.com/Financial-Manager-Handbook-Second-

    Edition/dp/047143003

    15. X ,

    16.

    2010 9-

    17. , .,

    ,

    18. Chirinko R. and G D Guil (1991), A Framework for assessing credit risk in

    depository institutions: toward regulatory reform Journal of Banking and

  • Finance, vol 15, pp 785-804

    19. Drehmann Mathias (2005), A Market Based Macro Stress Test for the

    Corporote Credit Exposures of UK banks Bank of England

    http://www.bis.org/bcbs/events/rtf05Drehmann.pdf

    20. WWW.MongolBank.Mn, www.1212.mn

  • NPL EX IM M2 CDR USD CNY IR

    03 0.3096 71.7 96.7 222,434.0 86,994.9 1,090.00 131.66 36.5

    06 0.2692 209.7 262.1 255,258.1 94,375.8 1,065.00 128.67 38.9

    09 0.2588 329.8 415.6 264,490.2 95,204.7 1,085.62 131.13 42.7

    2000 12 0.2286 466.1 614.5 258,842.6 84,831.1 1,097.00 132.52 34.7

    03 0.1809 68.1 103.1 270,540.8 107,671.8 1,097.00 132.53 38.0

    06 0.1152 156.4 237.7 313,946.1 107,107.5 1,097.00 132.54 34.5

    09 0.1053 279.4 406.0 317,428.5 116,362.0 1,099.00 132.80 37.4

    2001 12 0.0711 521.5 637.7 331,064.3 129,259.5 1,102.00 133.10 41.4

    03 0.0699 70.6 114.9 345,871.9 150,435.6 1,104.00 133.40 39.3

    06 0.0556 161.2 302.1 401,163.6 195,587.4 1,105.00 133.50 33.4

    09 0.0582 270.6 488.1 437,671.0 177,337.3 1,117.00 134.90 35.0

    2002 12 0.0502 524.0 690.7 470,298.7 200,027.4 1,125.00 135.90 30.7

    03 0.0664 129.2 166.9 504,293.4 245,360.2 1,140.00 137.70 29.8

    06 0.0603 219.3 360.9 557,744.4 284,502.7 1,139.00 137.60 29.3

    09 0.0610 401.4 593.8 609,367.4 272,149.6 1,159.00 140.00 28.9

    2003 12 0.0469 615.9 801.0 703,332.4 514,615.2 1,168.00 141.10 30.2

    03 0.0704 131.4 184.9 740,190.6 550,248.3 1,177.00 142.20 29.2

    06 0.0563 307.2 479.9 812,171.5 587,827.4 1,174.00 141.80 27.6

    09 0.0595 559.3 752.6 827,250.0 614,054.2 1,202.00 145.20 26.1

    2004 12 0.0645 869.7 1,021.1 847,032.4 647,305.1 1,209.00 146.10 25.0

    03 0.0630 168.4 211.5 892,973.8 656,792.2 1,192.00 144.00 24.3

    06 0.0615 396.6 500.1 1,009,588.5 722,028.0 1,193.00 144.10 24.1

    09 0.0619 668.2 812.9 1,112,374.9 737,705.6 1,215.00 150.10 24.2

    2005 12 0.0576 1,064.9 1,184.4 1140138.8* 769,004.62 1,221.00 151.30 23.5

    03 0.0581 229.8 233.0 1,191,241.3 837,634.7 1,174.00 146.30 23.2

    06 0.0574 611.6 617.2 1,449,536.2 866,442.9 1,172.00 146.50 23.2

    09 0.0607 1,080.2 1,067.9 1,539,434.7 816,958.7 1,168.00 147.70 23.1

    2006 12 0.0493 1,542.8 1,485.6 1,536,493.3 745,404.8 1,165.00 149.20 23.0

    03 0.0437 371.2 349.1 1,746,754.4 858,887.2 1,165.00 150.80 22.9

    06 0.0386 836.2 868.4 2,016,090.2 977,750.0 1,163.63 152.78 22.2

    09 0.0370 1,299.6 1,462.1 2,191,942.5 1,091,172.3 1,184.26 157.61 21.6

    2007 12 0.0331 1,889.0 2,117.3 2,401,249.7 1,329,532.9 1,169.97 160.18 21.7

    03 0.0282 579.8 599.3 2,455,147.2 1,603,434.8 1,168.17 166.58 20.3

  • 06 0.0273 1,276.3 1,471.8 2,564,684.1 1,753,657.0 1,158.12 168.78 19.9

    09 0.0276 1,968.6 2,425.3 2,525,010.7 1,928,681.0 1,146.10 167.43 19.6

    2008 12 0.0712 2,534.5 3,244.5 2,270,001.4 2,061,976.5 1,267.51 185.25 19.3

    03 0.0992 322.3 393.9 2,352,558.1 2,169,795.5 1,524.07 222.94 18.8

    06 0.0992 762.9 892.8 2,439,247.6 1,977,766.1 1,435.49 210.08 18.5

    09 0.1512 1,293.8 1,484.3 2,653,414.7 1,930,001.0 1,426.01 208.85 18.5

    2009 12 0.1740 1,885.4 2,137.7 2,880,033.9 1,937,874.3 1,442.84 211.35 18.7

    03 0.1456 499.0 577.3 2,974,483.3 2,139,661.1 1,367.10 200.28 19.2

    06 0.1332 1,294.2 1,356.3 3,523,607.2 2,283,798.6 1,368.65 201.42 19.4

    09 0.1337 2,008.2 2,248.3 3,851,715.3 2,298,844.8 1,325.59 198.16 19.0

    2010 12 0.1148 2,908.5 3,200.1 4,679,981.4 2,429,981.1 1,256.47 190.21 19.0

    03 0.0997 742.1 1,087.8 4,955,128.8 2,734,749.6 1,195.27 182.51 18.2

    06 0.0857 1,992.8 2,725.6 5,772,557.8 3,380,151.7 1,258.64 194.72 17.9

    09 0.0706 3,481.7 4,826.3 6,053,868.9 3,699,454.1 1,285.64 201.35 17.3

    2011 12 0.0584 4,780.4 6,526.9 6,412,259.3 4,270,983.8 1,396.37 221.63 16.6

    03 0.0553 883.8 1,457.9 6,104,817.6 4,403,777.8 1,318.80 209.36 16.4

    06 0.0487 2,262.3 3,313.3 7,051,197.7 5,287,742.3 1,342.23 211.19 16.0

    09 0.0445 3,231.6 5,245.8 7,112,176.0 5,863,181.6 1,394.47 221.83 16.0

    2012 12 0 4,384.6 6,738.9 7,617,272.4 3,950,731.9 1,392.10 223.39 16.1

    ARG CNS EDU MIN MAN WHS TRS MRG ICOM OTH

    2000:01:00 0.2968 0.0404 0.3373 0.3229 0.3450 0.1273 0.9984 0.095 0.3249

    2000:02:00 0.2412 0.0622 0.0515 0.2692 0.2947 0.1304 0.9196 0.107 0.2806

    2000:03:00 0.1941 0.1287 0.0465 0.2982 0.2425 0.1073 0.6529 0.153 0.2719

    2000:04:00 0.1788 0.0847 0.0443 0.1636 0.2508 0.0459 0.7238 0.186 0.2664

    2001:01:00 0.1673 0.0583 0.2655 0.1108 0.1892 0.0807 0.5091 0.198 0.2175

    2001:02:00 0.1850 0.0398 0.1339 0.1060 0.1325 0.0431 0.3318 0.000 0.1140

    2001:03:00 0.2009 0.0302 0.0076 0.0892 0.1109 0.0802 0.2058 0.000 0.1103

    2001:04:00 0.1253 0.0050 0.0790 0.0221 0.0914 0.1476 0.0610 0.000 0.0000

    2002:01:00 0.1284 0.1175 0.0048 0.0145 0.0999 0.0635 0.2307 0.1234 0.000 0.0409

    2002:02:00 0.0751 0.0788 0.0206 0.0091 0.0912 0.0471 0.1034 0.1060 0.000 0.0405

    2002:03:00 0.0644 0.0598 0.0178 0.0043 0.1050 0.0476 0.0783 0.0687 0.000 0.0304

    2002:04:00 0.0559 0.0466 0.0329 0.0307 0.1060 0.0326 0.0212 0.0525 0.000 0.0224

    2003:01:00 0.1049 0.0458 0.1315 0.0970 0.1355 0.0276 0.0225 0.0409 0.000 0.0332

    2003:02:00 0.1118 0.0319 0.1128 0.0725 0.1340 0.0281 0.0130 0.1001 0.029 0.0271

  • 2003:03:00 0.1172 0.0410 0.1008 0.0932 0.1344 0.0298 0.0129 0.0792 0.038 0.0185

    2003:04:00 0.0476 0.0182 0.1025 0.0768 0.1184 0.0223 0.0072 0.0428 0.012 0.0182

    2004:01:00 0.0591 0.0354 0.0374 0.0537 0.1515 0.0619 0.0000 0.0476 0.011 0.0438

    2004:03:00 0.0499 0.0220 0.0438 0.1054 0.1396 0.0381 0.0885 0.0311 0.011 0.0216

    2004:04:00 0.0657 0.0680 0.0357 0.0599 0.1331 0.0440 0.0328 0.0163 0.010 0.0487

    2005:01:00 0.1081 0.0599 0.0360 0.0115 0.1478 0.0477 0.0301 0.0178 0.008 0.0403

    2005:02:00 0.2119 0.0688 0.0351 0.0143 0.1188 0.0457 0.0377 0.0091 0.006 0.0308

    2005:03:00 0.1311 0.0453 0.0344 0.0378 0.1244 0.0540 0.0306 0.0172 0.005 0.0217

    2005:04:00 0.1199 0.0354 0.0446 0.0304 0.1230 0.0574 0.0235 0.0088 0.006 0.0173

    2006:01:00 0.1075 0.0387 0.0719 0.0334 0.1145 0.0621 0.0164 0.0080 0.012 0.0235

    2006:02:00 0.0970 0.0316 0.0611 0.0401 0.1247 0.0557 0.0121 0.0231 0.006 0.0301

    2006:03:00 0.0906 0.0508 0.0577 0.0204 0.1537 0.0559 0.0144 0.0242 0.008 0.0293

    2006:04:00 0.0635 0.0607 0.0315 0.0225 0.1275 0.0429 0.0143 0.0179 0.004 0.0261

    2007:01:00 0.0464 0.0481 0.0412 0.0190 0.1098 0.0371 0.0074 0.0310 0.071 0.0284

    2007:02:00 0.0343 0.0389 0.0356 0.0132 0.0840 0.0366 0.0208 0.0515 0.018 0.0267

    2007:03:00 0.0311 0.0235 0.1118 0.0206 0.0671 0.0495 0.0141 0.0450 0.002 0.0229

    2007:04:00 0.0276 0.0165 0.1272 0.0357 0.0591 0.0392 0.0139 0.0449 0.058 0.0195

    2008:01:00 0.0249 0.0099 0.1553 0.0262 0.0490 0.0341 0.0141 0.0237 0.039 0.0178

    2008:02:00 0.0334 0.0061 0.1123 0.0278 0.0502 0.0336 0.0081 0.0148 0.056 0.0174

    2008:03:00 0.0478 0.0045 0.1847 0.0281 0.0531 0.0329 0.0120 0.0156 0.023 0.0209

    2008:04:00 0.1111 0.1051 0.2551 0.1626 0.0565 0.0576 0.1723 0.0591 0.054 0.0405

    2009:01:00 0.0890 0.1390 0.1896 0.1432 0.1145 0.0898 0.1884 0.0703 0.084 0.0548

    2009:02:00 0.0890 0.1390 0.1896 0.1432 0.1145 0.0898 0.1884 0.0703 0.084 0.0548

    2009:03:00 0.1262 0.2056 0.1975 0.2242 0.1913 0.1377 0.2636 0.0761 0.548 0.0685

    2009:04:00 0.2462 0.3015 0.2308 0.1800 0.1984 0.1591 0.2470 0.1128 0.137 0.0744

    2010:01:00 0.2371 0.1897 0.1911 0.1438 0.1781 0.1456 0.1942 0.1117 0.097 0.0632

    2010:02:00 0.2562 0.1833 0.1285 0.1316 0.1646 0.1225 0.1992 0.1007 0.097 0.0541

    2010:03:00 0.2464 0.2496 0.1490 0.1531 0.1832 0.1179 0.1426 0.0520 0.094 0.0553

    2010:04:00 0.2397 0.1726 0.1345 0.1513 0.2001 0.0947 0.1558 0.0479 0.066 0.0401

    2011:01:00 0.2275 0.1522 0.2002 0.1486 0.1605 0.0832 0.1606 0.0456 0.082 0.0300

    2011:02:00 0.2304 0.1270 0.2964 0.1702 0.1492 0.0693 0.0725 0.0347 0.056 0.0172

    2011:03:00 0.1860 0.0863 0.1665 0.1586 0.1050 0.0617 0.0573 0.0268 0.053 0.0222

    2011:04:00 0.1784 0.0675 0.2283 0.1442 0.0653 0.0453 0.0797 0.0258 0.038 0.0180

    2012:01:00 0.0650 0.0656 0.2225 0.1710 0.0616 0.0432 0.0488 0.0235 0.036 0.0156

  • 2012:02:00 0.0495 0.0510 0.1854 0.1330 0.0603 0.0378 0.1039 0.0207 0.039 0.0143

    2012:03:00 0.0469 0.0453 0.1854 0.1230 0.0569 0.0358 0.0883 0.0202 0.053 0.0116