n = 100 , R = 5000
---------------||--------------------------------||--------------------------------||--------------------------------||-------------------------------
               ||           mean bias            ||          median bias           ||            st. dev.            ||              RMSE
( R^2, rho, q) ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar   
---------------||--------------------------------||--------------------------------||--------------------------------||-------------------------------
(0.01,0.25, 1) ||     0.7578    0.7578    0.1873 ||     0.1149    0.1149    0.1981 ||    37.8351   37.8351    0.4138 ||    37.8389   37.8389    0.4542
(0.01,0.25, 2) ||     0.1668    0.5165    0.1668 ||     0.1646    0.1281    0.1646 ||     1.5695   17.1096    1.5695 ||     1.5782   17.1157    1.5782
(0.01,0.25, 5) ||     0.2091   -0.5429    0.7635 ||     0.2095    0.1539    0.2166 ||     0.5015   86.0448   74.2777 ||     0.5433   86.0380   74.2742
(0.01,0.25,10) ||     0.2272    0.1306    0.2449 ||     0.2289    0.1634    0.2171 ||     0.3230   44.2667   31.2280 ||     0.3949   44.2625   31.2258
(0.01,0.50, 1) ||    -6.2897   -6.2897    0.3603 ||     0.2189    0.2189    0.3790 ||   444.8707  444.8707    0.3928 ||   444.8707  444.8707    0.5330
(0.01,0.50, 2) ||     0.3438    1.6863    0.3438 ||     0.3287    0.2596    0.3287 ||     1.8598   88.9513    1.8598 ||     1.8911   88.9584    1.8911
(0.01,0.50, 5) ||     0.4121   -0.0860    0.0620 ||     0.4190    0.2998    0.4105 ||     0.4597   56.5571   25.1098 ||     0.6173   56.5515   25.1073
(0.01,0.50,10) ||     0.4545  117.7930    0.7369 ||     0.4559    0.3329    0.4388 ||     0.2916 8320.7895   44.2001 ||     0.5400 8320.7912   44.2018
(0.01,0.75, 1) ||    -0.6594   -0.6594    0.5318 ||     0.2935    0.2935    0.5322 ||    38.8210   38.8210    0.3543 ||    38.8227   38.8227    0.6390
(0.01,0.75, 2) ||     0.4563    0.9678    0.4563 ||     0.4688    0.3553    0.4688 ||     1.4096   41.3087    1.4096 ||     1.4815   41.3160    1.4815
(0.01,0.75, 5) ||     0.6160    0.1974    0.8884 ||     0.6220    0.4258    0.5971 ||     0.3736   31.8869   12.4502 ||     0.7205   31.8843   12.4807
(0.01,0.75,10) ||     0.6812    0.8974    0.5503 ||     0.6819    0.4946    0.6470 ||     0.2313   24.9516    8.5049 ||     0.7194   24.9652    8.5218
(0.05,0.25, 1) ||    -0.1070   -0.1070    0.0495 ||     0.0104    0.0104    0.0626 ||     5.6111    5.6111    0.3713 ||     5.6116    5.6116    0.3745
(0.05,0.25, 2) ||     0.0234   -0.1706    0.0234 ||     0.0549    0.0208    0.0549 ||     0.6555   12.2055    0.6555 ||     0.6558   12.2055    0.6558
(0.05,0.25, 5) ||     0.1103   -0.2046    0.0817 ||     0.1193    0.0297    0.0820 ||     0.3630   11.5648    8.1846 ||     0.3793   11.5654    8.1842
(0.05,0.25,10) ||     0.1607   -0.2467    0.0818 ||     0.1595    0.0351    0.0923 ||     0.2741   19.2152   39.8990 ||     0.3178   19.2148   39.8951
(0.05,0.50, 1) ||    -0.0075   -0.0075    0.0931 ||     0.0146    0.0146    0.1110 ||    10.2775   10.2775    0.3496 ||    10.2765   10.2765    0.3618
(0.05,0.50, 2) ||     0.0411   -0.0998    0.0411 ||     0.0997    0.0227    0.0997 ||     0.6448    5.0884    0.6448 ||     0.6461    5.0889    0.6461
(0.05,0.50, 5) ||     0.2200   -0.5356   -0.1327 ||     0.2351    0.0511    0.1462 ||     0.3420   16.3550   14.1242 ||     0.4066   16.3621   14.1234
(0.05,0.50,10) ||     0.3207    0.4212    0.2705 ||     0.3233    0.0725    0.1878 ||     0.2523   35.9205    8.9248 ||     0.4080   35.9194    8.9280
(0.05,0.75, 1) ||     2.7122    2.7123    0.1374 ||     0.0181    0.0181    0.1564 ||   202.5095  202.5098    0.3121 ||   202.5074  202.5077    0.3410
(0.05,0.75, 2) ||     0.0379   -0.3214    0.0379 ||     0.1427    0.0201    0.1427 ||     0.9175    6.9124    0.9175 ||     0.9182    6.9192    0.9182
(0.05,0.75, 5) ||     0.3282   -0.4676    0.6295 ||     0.3487    0.0420    0.1975 ||     0.3034   17.3612   35.0972 ||     0.4469   17.3658   35.0993
(0.05,0.75,10) ||     0.4807    4.4801   -0.3558 ||     0.4853    0.0702    0.2759 ||     0.2110  307.3987   47.3311 ||     0.5250  307.4006   47.3277
(0.10,0.25, 1) ||     0.0301    0.0301    0.0134 ||     0.0046    0.0046    0.0273 ||     4.1864    4.1864    0.2964 ||     4.1861    4.1861    0.2966
(0.10,0.25, 2) ||     0.0114   -0.0201    0.0114 ||     0.0281    0.0065    0.0281 ||     0.3675    1.6862    0.3675 ||     0.3676    1.6861    0.3676
(0.10,0.25, 5) ||     0.0628   -0.0588   -0.1057 ||     0.0731    0.0046    0.0335 ||     0.2790    4.0167    6.6643 ||     0.2859    4.0167    6.6645
(0.10,0.25,10) ||     0.1130   -0.0129   -0.2076 ||     0.1173    0.0090    0.0354 ||     0.2316    4.8820   14.5344 ||     0.2577    4.8816   14.5344
(0.10,0.50, 1) ||    -0.0614   -0.0614    0.0236 ||     0.0048    0.0048    0.0509 ||     0.6103    0.6103    0.2876 ||     0.6134    0.6134    0.2886
(0.10,0.50, 2) ||     0.0143    0.0325    0.0143 ||     0.0490    0.0027    0.0490 ||     0.3568    4.8454    0.3568 ||     0.3570    4.8450    0.3570
(0.10,0.50, 5) ||     0.1248   -0.0628   -0.2299 ||     0.1433    0.0039    0.0610 ||     0.2662    1.8571    9.4331 ||     0.2940    1.8580    9.4350
(0.10,0.50,10) ||     0.2247   -0.0799    0.9799 ||     0.2305    0.0155    0.0648 ||     0.2158    5.8141   59.8369 ||     0.3115    5.8141   59.8389
(0.10,0.75, 1) ||     0.0149    0.0149    0.0341 ||     0.0058    0.0058    0.0687 ||     7.6787    7.6787    0.2721 ||     7.6780    7.6780    0.2742
(0.10,0.75, 2) ||     0.0148   -0.1078    0.0148 ||     0.0684   -0.0008    0.0684 ||     0.3617    0.7424    0.3617 ||     0.3619    0.7501    0.3619
(0.10,0.75, 5) ||     0.1867   -0.0779   -0.0356 ||     0.2108    0.0024    0.0822 ||     0.2417    3.1123    2.7967 ||     0.3054    3.1130    2.7966
(0.10,0.75,10) ||     0.3364   -0.1256    0.0288 ||     0.3439    0.0060    0.0965 ||     0.1857    2.8105    4.3419 ||     0.3843    2.8130    4.3416

elapsed_time =

  113.0940



n = 100 , R = 10000
---------------||--------------------------------||--------------------------------||--------------------------------||-------------------------------
               ||           mean bias            ||          median bias           ||            st. dev.            ||              RMSE
( R^2, rho, q) ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar   
---------------||--------------------------------||--------------------------------||--------------------------------||-------------------------------
(0.01,0.25, 1) ||     0.2234    0.2234    0.1786 ||     0.0929    0.0929    0.1882 ||    82.8772   82.8772    0.4149 ||    82.8733   82.8733    0.4517
(0.01,0.25, 2) ||     0.1423   16.1527    0.1423 ||     0.1575    0.1134    0.1575 ||     1.5619 1570.9628    1.5619 ||     1.5683 1570.9673    1.5683
(0.01,0.25, 5) ||     0.2065    0.1200    0.3807 ||     0.2045    0.1429    0.1964 ||     0.5036   82.9370   53.3482 ||     0.5443   82.9329   53.3469
(0.01,0.25,10) ||     0.2251   -0.5247   -1.7682 ||     0.2261    0.1604    0.2143 ||     0.3247   95.7468  197.5217 ||     0.3951   95.7435  197.5197
(0.01,0.50, 1) ||    -3.3203   -3.3203    0.3543 ||     0.1953    0.1953    0.3700 ||   318.0883  318.0883    0.3938 ||   318.0898  318.0898    0.5297
(0.01,0.50, 2) ||     0.3080    0.6278    0.3080 ||     0.3161    0.2365    0.3161 ||     1.7529   66.1991    1.7529 ||     1.7797   66.1988    1.7797
(0.01,0.50, 5) ||     0.4119   -4.3815    0.6707 ||     0.4144    0.2891    0.3953 ||     0.4619  456.8120   32.6148 ||     0.6189  456.8101   32.6201
(0.01,0.50,10) ||     0.4529   57.1762    0.3128 ||     0.4556    0.3378    0.4387 ||     0.2932 5885.1218   39.5734 ||     0.5395 5885.1053   39.5726
(0.01,0.75, 1) ||    -0.5206   -0.5206    0.5297 ||     0.2795    0.2795    0.5279 ||    76.6036   76.6037    0.3559 ||    76.6016   76.6016    0.6382
(0.01,0.75, 2) ||     0.4550    0.3744    0.4550 ||     0.4644    0.3368    0.4644 ||     1.3275   46.2868    1.3275 ||     1.4032   46.2860    1.4032
(0.01,0.75, 5) ||     0.6160    0.2826    0.8871 ||     0.6184    0.4208    0.5866 ||     0.3752   27.8883   27.0251 ||     0.7213   27.8884   27.0383
(0.01,0.75,10) ||     0.6806    1.5761    0.3600 ||     0.6803    0.4961    0.6525 ||     0.2330  112.4886   18.7952 ||     0.7193  112.4940   18.7977
(0.05,0.25, 1) ||    -0.1035   -0.1035    0.0444 ||     0.0042    0.0042    0.0556 ||     4.8828    4.8828    0.3721 ||     4.8837    4.8837    0.3747
(0.05,0.25, 2) ||     0.0233   -0.1606    0.0233 ||     0.0476    0.0086    0.0476 ||     0.7654    9.4281    0.7654 ||     0.7657    9.4290    0.7657
(0.05,0.25, 5) ||     0.1054    0.3031    0.1523 ||     0.1126    0.0219    0.0684 ||     0.3653   32.3407   10.6474 ||     0.3802   32.3405   10.6480
(0.05,0.25,10) ||     0.1572    0.0186    0.1154 ||     0.1576    0.0294    0.0944 ||     0.2749   19.6259   30.5684 ||     0.3167   19.6250   30.5671
(0.05,0.50, 1) ||    -0.0552   -0.0552    0.0895 ||     0.0101    0.0101    0.1056 ||     7.5327    7.5327    0.3522 ||     7.5325    7.5325    0.3634
(0.05,0.50, 2) ||     0.0434   -0.1607    0.0434 ||     0.0938    0.0189    0.0938 ||     0.6577    4.5604    0.6577 ||     0.6591    4.5630    0.6591
(0.05,0.50, 5) ||     0.2159   -0.3271   -0.1995 ||     0.2278    0.0434    0.1341 ||     0.3412   16.7471   15.1540 ||     0.4037   16.7494   15.1546
(0.05,0.50,10) ||     0.3180    0.4284   -1.7876 ||     0.3205    0.0659    0.1862 ||     0.2530   28.7075  194.4116 ||     0.4064   28.7093  194.4101
(0.05,0.75, 1) ||     1.2004    1.2004    0.1350 ||     0.0118    0.0118    0.1535 ||   143.3451  143.3453    0.3163 ||   143.3430  143.3432    0.3439
(0.05,0.75, 2) ||     0.0467   -0.2688    0.0467 ||     0.1413    0.0163    0.1413 ||     0.8039    9.5071    0.8039 ||     0.8053    9.5104    0.8053
(0.05,0.75, 5) ||     0.3263   -0.7452   -0.0898 ||     0.3445    0.0399    0.1905 ||     0.3058   37.3372   50.7657 ||     0.4472   37.3427   50.7633
(0.05,0.75,10) ||     0.4793    2.1123   -0.1833 ||     0.4829    0.0673    0.2743 ||     0.2126  217.5018   41.0743 ||     0.5243  217.5012   41.0726
(0.10,0.25, 1) ||    -0.0127   -0.0127    0.0089 ||     0.0004    0.0004    0.0231 ||     3.0444    3.0444    0.2990 ||     3.0442    3.0442    0.2991
(0.10,0.25, 2) ||     0.0049   -0.0258    0.0049 ||     0.0213    0.0009    0.0213 ||     0.3759    1.4327    0.3759 ||     0.3759    1.4328    0.3759
(0.10,0.25, 5) ||     0.0588   -0.3339   -0.0584 ||     0.0670    0.0003    0.0256 ||     0.2775   19.3215    4.9329 ||     0.2837   19.3235    4.9330
(0.10,0.25,10) ||     0.1092   -0.0140   -0.0859 ||     0.1118   -0.0006    0.0308 ||     0.2314    5.9744   10.9956 ||     0.2559    5.9741   10.9954
(0.10,0.50, 1) ||    -0.0647   -0.0647    0.0192 ||    -0.0001   -0.0001    0.0467 ||     0.8640    0.8640    0.2893 ||     0.8664    0.8664    0.2899
(0.10,0.50, 2) ||     0.0093   -0.1580    0.0093 ||     0.0436    0.0007    0.0436 ||     0.3952   13.1484    0.3952 ||     0.3953   13.1487    0.3953
(0.10,0.50, 5) ||     0.1213   -0.0734   -0.1765 ||     0.1388    0.0016    0.0536 ||     0.2663    1.7921    8.1215 ||     0.2927    1.7936    8.1230
(0.10,0.50,10) ||     0.2217   -0.1468    0.4855 ||     0.2266    0.0084    0.0618 ||     0.2157    7.2967   42.5436 ||     0.3093    7.2978   42.5442
(0.10,0.75, 1) ||    -0.0443   -0.0443    0.0300 ||     0.0012    0.0012    0.0660 ||     5.6204    5.6204    0.2731 ||     5.6203    5.6203    0.2747
(0.10,0.75, 2) ||     0.0110   -0.0909    0.0110 ||     0.0678   -0.0016    0.0678 ||     0.3826    1.5315    0.3826 ||     0.3828    1.5341    0.3828
(0.10,0.75, 5) ||     0.1841   -0.1358   -0.0222 ||     0.2085    0.0019    0.0795 ||     0.2455    3.8729   13.3850 ||     0.3069    3.8751   13.3843
(0.10,0.75,10) ||     0.3345   -0.2468    0.1330 ||     0.3414    0.0018    0.0969 ||     0.1865   15.5967    9.9951 ||     0.3830   15.5979    9.9955

elapsed_time =

  120.7660



n = 1000 , R = 5000
---------------||--------------------------------||--------------------------------||--------------------------------||-------------------------------
               ||           mean bias            ||          median bias           ||            st. dev.            ||              RMSE
( R^2, rho, q) ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar   
---------------||--------------------------------||--------------------------------||--------------------------------||-------------------------------
(0.01,0.25, 1) ||    -0.0402   -0.0402    0.0072 ||    -0.0107   -0.0107    0.0148 ||     0.4866    0.4866    0.3068 ||     0.4882    0.4882    0.3069
(0.01,0.25, 2) ||    -0.0013   -0.0281   -0.0013 ||     0.0177   -0.0045    0.0177 ||     0.3931    1.0453    0.3931 ||     0.3930    1.0456    0.3930
(0.01,0.25, 5) ||     0.0647   -0.0335   -0.7229 ||     0.0730    0.0025    0.0286 ||     0.3006    2.9238   35.7389 ||     0.3075    2.9237   35.7426
(0.01,0.25,10) ||     0.1171    0.0783   -0.0346 ||     0.1205    0.0087    0.0389 ||     0.2373    6.7223   11.6409 ||     0.2646    6.7221   11.6398
(0.01,0.50, 1) ||    -0.0610   -0.0610    0.0196 ||    -0.0086   -0.0086    0.0426 ||     1.0320    1.0320    0.2955 ||     1.0337    1.0337    0.2962
(0.01,0.50, 2) ||     0.0008   -0.1142    0.0008 ||     0.0482   -0.0033    0.0482 ||     0.3894    3.3087    0.3894 ||     0.3894    3.3103    0.3894
(0.01,0.50, 5) ||     0.1297   -0.0987   -0.4530 ||     0.1517    0.0009    0.0597 ||     0.2889    3.4399   32.6153 ||     0.3166    3.4410   32.6151
(0.01,0.50,10) ||     0.2354   -0.1749    0.1210 ||     0.2442    0.0176    0.0769 ||     0.2211    5.5962   13.3430 ||     0.3229    5.5983   13.3423
(0.01,0.75, 1) ||    -0.1206   -0.1206    0.0324 ||    -0.0031   -0.0031    0.0675 ||     0.8283    0.8283    0.2749 ||     0.8369    0.8369    0.2768
(0.01,0.75, 2) ||     0.0038   -0.1341    0.0038 ||     0.0738    0.0004    0.0738 ||     0.4052    1.6089    0.4052 ||     0.4052    1.6143    0.4052
(0.01,0.75, 5) ||     0.1951   -0.1354    0.4668 ||     0.2259   -0.0001    0.0924 ||     0.2642    2.2698   31.8926 ||     0.3284    2.2736   31.8928
(0.01,0.75,10) ||     0.3535    0.0607    0.1472 ||     0.3634    0.0085    0.1087 ||     0.1904   11.6233   12.2453 ||     0.4015   11.6223   12.2450
(0.05,0.25, 1) ||    -0.0073   -0.0073   -0.0020 ||    -0.0046   -0.0046    0.0001 ||     0.1432    0.1432    0.1397 ||     0.1434    0.1434    0.1397
(0.05,0.25, 2) ||    -0.0012   -0.0064   -0.0012 ||     0.0035   -0.0017    0.0035 ||     0.1425    0.1457    0.1425 ||     0.1425    0.1458    0.1425
(0.05,0.25, 5) ||     0.0131   -0.0069   -0.0017 ||     0.0156   -0.0025    0.0021 ||     0.1373    0.1509    0.1475 ||     0.1379    0.1510    0.1475
(0.05,0.25,10) ||     0.0336   -0.0070   -0.0025 ||     0.0376   -0.0005    0.0044 ||     0.1301    0.1585    0.1558 ||     0.1344    0.1586    0.1558
(0.05,0.50, 1) ||    -0.0122   -0.0122   -0.0016 ||    -0.0039   -0.0039    0.0055 ||     0.1443    0.1443    0.1395 ||     0.1448    0.1448    0.1395
(0.05,0.50, 2) ||    -0.0009   -0.0113   -0.0009 ||     0.0087   -0.0021    0.0087 ||     0.1432    0.1469    0.1432 ||     0.1431    0.1473    0.1431
(0.05,0.50, 5) ||     0.0273   -0.0123   -0.0021 ||     0.0359   -0.0013    0.0094 ||     0.1355    0.1513    0.1492 ||     0.1382    0.1518    0.1492
(0.05,0.50,10) ||     0.0678   -0.0125   -0.0040 ||     0.0732    0.0011    0.0103 ||     0.1260    0.1572    0.1596 ||     0.1431    0.1577    0.1596
(0.05,0.75, 1) ||    -0.0170   -0.0170   -0.0012 ||    -0.0017   -0.0017    0.0121 ||     0.1463    0.1463    0.1393 ||     0.1472    0.1472    0.1393
(0.05,0.75, 2) ||    -0.0006   -0.0160   -0.0006 ||     0.0134   -0.0012    0.0134 ||     0.1441    0.1487    0.1441 ||     0.1441    0.1496    0.1441
(0.05,0.75, 5) ||     0.0415   -0.0171   -0.0026 ||     0.0547   -0.0002    0.0149 ||     0.1326    0.1516    0.1521 ||     0.1389    0.1525    0.1521
(0.05,0.75,10) ||     0.1020   -0.0169   -0.0055 ||     0.1102    0.0024    0.0155 ||     0.1188    0.1549    0.1656 ||     0.1565    0.1558    0.1656
(0.10,0.25, 1) ||    -0.0039   -0.0039   -0.0015 ||    -0.0032   -0.0032   -0.0011 ||     0.0968    0.0968    0.0957 ||     0.0968    0.0968    0.0957
(0.10,0.25, 2) ||    -0.0008   -0.0032   -0.0008 ||     0.0017   -0.0010    0.0017 ||     0.0968    0.0977    0.0968 ||     0.0968    0.0978    0.0968
(0.10,0.25, 5) ||     0.0060   -0.0033   -0.0009 ||     0.0069   -0.0015    0.0006 ||     0.0948    0.0987    0.0978 ||     0.0949    0.0988    0.0978
(0.10,0.25,10) ||     0.0169   -0.0029   -0.0006 ||     0.0188   -0.0002    0.0022 ||     0.0927    0.1013    0.1007 ||     0.0942    0.1013    0.1007
(0.10,0.50, 1) ||    -0.0061   -0.0061   -0.0014 ||    -0.0028   -0.0028    0.0017 ||     0.0970    0.0970    0.0956 ||     0.0972    0.0972    0.0956
(0.10,0.50, 2) ||    -0.0006   -0.0053   -0.0006 ||     0.0037   -0.0015    0.0037 ||     0.0969    0.0980    0.0969 ||     0.0969    0.0982    0.0969
(0.10,0.50, 5) ||     0.0128   -0.0057   -0.0009 ||     0.0170   -0.0009    0.0043 ||     0.0942    0.0988    0.0983 ||     0.0950    0.0990    0.0983
(0.10,0.50,10) ||     0.0341   -0.0052   -0.0009 ||     0.0383    0.0010    0.0053 ||     0.0911    0.1009    0.1016 ||     0.0973    0.1011    0.1016
(0.10,0.75, 1) ||    -0.0083   -0.0083   -0.0012 ||    -0.0011   -0.0011    0.0054 ||     0.0974    0.0974    0.0954 ||     0.0977    0.0977    0.0954
(0.10,0.75, 2) ||    -0.0004   -0.0074   -0.0004 ||     0.0066   -0.0004    0.0066 ||     0.0971    0.0985    0.0971 ||     0.0971    0.0987    0.0971
(0.10,0.75, 5) ||     0.0197   -0.0079   -0.0009 ||     0.0265    0.0000    0.0068 ||     0.0932    0.0989    0.0990 ||     0.0952    0.0992    0.0990
(0.10,0.75,10) ||     0.0513   -0.0072   -0.0010 ||     0.0576    0.0021    0.0083 ||     0.0884    0.1003    0.1032 ||     0.1022    0.1005    0.1031

elapsed_time =

  272.4690



n = 1000 , R = 10000
---------------||--------------------------------||--------------------------------||--------------------------------||-------------------------------
               ||           mean bias            ||          median bias           ||            st. dev.            ||              RMSE
( R^2, rho, q) ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar    ||    TSLS      LIML     Nagar   
---------------||--------------------------------||--------------------------------||--------------------------------||-------------------------------
(0.01,0.25, 1) ||    -0.0395   -0.0395    0.0106 ||    -0.0030   -0.0030    0.0224 ||     0.5208    0.5208    0.3040 ||     0.5223    0.5223    0.3041
(0.01,0.25, 2) ||    -0.0011    0.3907   -0.0011 ||     0.0194   -0.0047    0.0194 ||     0.3962   42.2971    0.3962 ||     0.3961   42.2967    0.3961
(0.01,0.25, 5) ||     0.0683   -0.0169   -0.3413 ||     0.0761    0.0074    0.0327 ||     0.2943    2.9199   25.4015 ||     0.3021    2.9198   25.4026
(0.01,0.25,10) ||     0.1199    0.0113   -0.1552 ||     0.1228    0.0158    0.0426 ||     0.2372   19.5947   18.7333 ||     0.2658   19.5937   18.7330
(0.01,0.50, 1) ||    -0.0628   -0.0628    0.0232 ||    -0.0030   -0.0030    0.0469 ||     1.1335    1.1335    0.2927 ||     1.1352    1.1352    0.2936
(0.01,0.50, 2) ||     0.0037   -0.1051    0.0037 ||     0.0454   -0.0033    0.0454 ||     0.4015    2.5307    0.4015 ||     0.4015    2.5328    0.4015
(0.01,0.50, 5) ||     0.1335   -0.0302   -0.2477 ||     0.1539    0.0087    0.0632 ||     0.2833   14.1540   23.1132 ||     0.3132   14.1534   23.1134
(0.01,0.50,10) ||     0.2375    0.0093   -0.1906 ||     0.2455    0.0218    0.0784 ||     0.2206   15.3139   25.4607 ||     0.3241   15.3131   25.4602
(0.01,0.75, 1) ||    -0.1117   -0.1117    0.0359 ||     0.0005    0.0005    0.0724 ||     0.8708    0.8708    0.2728 ||     0.8779    0.8779    0.2751
(0.01,0.75, 2) ||     0.0046   -0.2591    0.0046 ||     0.0690   -0.0038    0.0690 ||     0.4736   10.9100    0.4736 ||     0.4736   10.9125    0.4736
(0.01,0.75, 5) ||     0.1988   -0.1422    0.2169 ||     0.2288    0.0076    0.0941 ||     0.2585    2.9421   22.7156 ||     0.3261    2.9454   22.7155
(0.01,0.75,10) ||     0.3548    0.0013   -1.5122 ||     0.3647    0.0129    0.1067 ||     0.1890   11.0461  147.5379 ||     0.4020   11.0455  147.5383
(0.05,0.25, 1) ||    -0.0059   -0.0059   -0.0006 ||    -0.0013   -0.0013    0.0036 ||     0.1421    0.1421    0.1386 ||     0.1422    0.1422    0.1386
(0.05,0.25, 2) ||    -0.0020   -0.0072   -0.0020 ||     0.0023   -0.0023    0.0023 ||     0.1412    0.1445    0.1412 ||     0.1412    0.1447    0.1412
(0.05,0.25, 5) ||     0.0149   -0.0047    0.0004 ||     0.0183    0.0001    0.0054 ||     0.1359    0.1490    0.1459 ||     0.1367    0.1490    0.1459
(0.05,0.25,10) ||     0.0355   -0.0044   -0.0001 ||     0.0383    0.0006    0.0063 ||     0.1299    0.1577    0.1557 ||     0.1347    0.1577    0.1557
(0.05,0.50, 1) ||    -0.0107   -0.0107   -0.0002 ||    -0.0015   -0.0015    0.0078 ||     0.1433    0.1433    0.1385 ||     0.1437    0.1437    0.1385
(0.05,0.50, 2) ||    -0.0017   -0.0120   -0.0017 ||     0.0073   -0.0025    0.0073 ||     0.1420    0.1460    0.1420 ||     0.1420    0.1465    0.1420
(0.05,0.50, 5) ||     0.0292   -0.0099    0.0001 ||     0.0373    0.0007    0.0111 ||     0.1341    0.1494    0.1476 ||     0.1372    0.1498    0.1475
(0.05,0.50,10) ||     0.0694   -0.0101   -0.0020 ||     0.0750    0.0021    0.0118 ||     0.1258    0.1563    0.1595 ||     0.1437    0.1566    0.1595
(0.05,0.75, 1) ||    -0.0156   -0.0156    0.0002 ||    -0.0000   -0.0000    0.0141 ||     0.1454    0.1454    0.1385 ||     0.1462    0.1462    0.1385
(0.05,0.75, 2) ||    -0.0013   -0.0166   -0.0013 ||     0.0123   -0.0021    0.0123 ||     0.1431    0.1482    0.1431 ||     0.1431    0.1491    0.1431
(0.05,0.75, 5) ||     0.0434   -0.0146   -0.0002 ||     0.0557    0.0024    0.0163 ||     0.1311    0.1499    0.1503 ||     0.1381    0.1506    0.1503
(0.05,0.75,10) ||     0.1032   -0.0149   -0.0039 ||     0.1121    0.0024    0.0164 ||     0.1186    0.1539    0.1657 ||     0.1572    0.1546    0.1658
(0.10,0.25, 1) ||    -0.0029   -0.0029   -0.0006 ||    -0.0009   -0.0009    0.0015 ||     0.0960    0.0960    0.0950 ||     0.0960    0.0960    0.0950
(0.10,0.25, 2) ||    -0.0013   -0.0037   -0.0013 ||     0.0008   -0.0013    0.0008 ||     0.0959    0.0969    0.0959 ||     0.0959    0.0970    0.0959
(0.10,0.25, 5) ||     0.0073   -0.0019    0.0005 ||     0.0088    0.0002    0.0025 ||     0.0941    0.0980    0.0972 ||     0.0944    0.0980    0.0971
(0.10,0.25,10) ||     0.0183   -0.0013    0.0009 ||     0.0194    0.0005    0.0029 ||     0.0924    0.1009    0.1004 ||     0.0942    0.1009    0.1004
(0.10,0.50, 1) ||    -0.0051   -0.0051   -0.0004 ||    -0.0010   -0.0010    0.0033 ||     0.0963    0.0963    0.0949 ||     0.0964    0.0964    0.0949
(0.10,0.50, 2) ||    -0.0011   -0.0058   -0.0011 ||     0.0028   -0.0017    0.0028 ||     0.0962    0.0974    0.0962 ||     0.0962    0.0976    0.0962
(0.10,0.50, 5) ||     0.0142   -0.0041    0.0005 ||     0.0182    0.0007    0.0054 ||     0.0935    0.0981    0.0975 ||     0.0945    0.0982    0.0975
(0.10,0.50,10) ||     0.0353   -0.0037    0.0005 ||     0.0388    0.0016    0.0061 ||     0.0908    0.1005    0.1013 ||     0.0974    0.1005    0.1013
(0.10,0.75, 1) ||    -0.0073   -0.0073   -0.0002 ||    -0.0000   -0.0000    0.0067 ||     0.0968    0.0968    0.0948 ||     0.0971    0.0971    0.0948
(0.10,0.75, 2) ||    -0.0009   -0.0078   -0.0009 ||     0.0052   -0.0016    0.0052 ||     0.0965    0.0980    0.0965 ||     0.0965    0.0983    0.0965
(0.10,0.75, 5) ||     0.0211   -0.0062    0.0006 ||     0.0273    0.0021    0.0075 ||     0.0924    0.0983    0.0982 ||     0.0948    0.0985    0.0982
(0.10,0.75,10) ||     0.0522   -0.0060    0.0000 ||     0.0577    0.0023    0.0083 ||     0.0881    0.0997    0.1028 ||     0.1024    0.0999    0.1028

elapsed_time =

  229.9060