15:30 Tuesday, January 18, 2005 261 The NEURAL Procedure Optimization Start Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 1 VAR1_H11 -0.002686 0 2 VAR10_H11 -0.006249 0 3 VAR100_H11 -0.015218 0 4 VAR101_H11 -0.013891 0 5 VAR102_H11 0.004596 0 6 VAR103_H11 0.031210 0 7 VAR104_H11 -0.095074 0 8 VAR105_H11 0.049488 0 9 VAR106_H11 0.035763 0 10 VAR107_H11 0.010982 0 11 VAR108_H11 -0.090225 0 12 VAR109_H11 0.028055 0 13 VAR11_H11 -0.040262 0 14 VAR110_H11 0.106196 0 15 VAR111_H11 0.001964 0 16 VAR112_H11 0.060249 0 17 VAR113_H11 0.037803 0 18 VAR114_H11 0.019001 0 19 VAR115_H11 0.053285 0 20 VAR116_H11 0.045506 0 21 VAR117_H11 0.011336 0 22 VAR118_H11 0.038867 0 23 VAR119_H11 -0.064424 0 24 VAR12_H11 0.030660 0 25 VAR120_H11 0.092055 0 26 VAR121_H11 0.115150 0 27 VAR122_H11 -0.070676 0 28 VAR123_H11 -0.097275 0 29 VAR124_H11 -0.086101 0 30 VAR125_H11 -0.069558 0 31 VAR126_H11 0.022898 0 32 VAR127_H11 -0.069730 0 33 VAR128_H11 0.031625 0 34 VAR129_H11 -0.002170 0 35 VAR13_H11 -0.028385 0 36 VAR130_H11 -0.048324 0 37 VAR131_H11 -0.049241 0 38 VAR132_H11 -0.032294 0 39 VAR133_H11 -0.032649 0 40 VAR134_H11 -0.034342 0 41 VAR135_H11 -0.064858 0 42 VAR136_H11 0.036107 0 43 VAR137_H11 -0.048550 0 44 VAR138_H11 0.100980 0 45 VAR139_H11 0.025140 0 46 VAR14_H11 -0.089489 0 47 VAR140_H11 -0.022487 0 48 VAR141_H11 0.127824 0 15:30 Tuesday, January 18, 2005 262 The NEURAL Procedure Optimization Start Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 49 VAR142_H11 0.018486 0 50 VAR143_H11 -0.094270 0 51 VAR144_H11 -0.105605 0 52 VAR145_H11 0.038146 0 53 VAR146_H11 -0.030015 0 54 VAR147_H11 -0.151982 0 55 VAR148_H11 0.019098 0 56 VAR149_H11 0.012086 0 57 VAR15_H11 -0.064455 0 58 VAR150_H11 -0.073898 0 59 VAR151_H11 -0.011746 0 60 VAR152_H11 0.088711 0 61 VAR153_H11 -0.013760 0 62 VAR154_H11 0.024823 0 63 VAR155_H11 0.081462 0 64 VAR156_H11 0.050191 0 65 VAR157_H11 -0.052872 0 66 VAR158_H11 0.015123 0 67 VAR159_H11 0.065069 0 68 VAR16_H11 -0.049832 0 69 VAR160_H11 0.096038 0 70 VAR161_H11 -0.034326 0 71 VAR162_H11 -0.004460 0 72 VAR163_H11 -0.029570 0 73 VAR164_H11 -0.005161 0 74 VAR165_H11 0.065961 0 75 VAR166_H11 0.020582 0 76 VAR167_H11 0.043600 0 77 VAR168_H11 -0.109734 0 78 VAR169_H11 -0.056551 0 79 VAR17_H11 0.046196 0 80 VAR170_H11 0.004247 0 81 VAR171_H11 -0.025009 0 82 VAR172_H11 -0.040133 0 83 VAR173_H11 0.036617 0 84 VAR174_H11 -0.003129 0 85 VAR175_H11 -0.035878 0 86 VAR176_H11 -0.109626 0 87 VAR177_H11 -0.068477 0 88 VAR178_H11 -0.023310 0 89 VAR179_H11 0.040254 0 90 VAR18_H11 0.066480 0 91 VAR180_H11 0.039311 0 92 VAR181_H11 0.012677 0 93 VAR182_H11 -0.079885 0 94 VAR183_H11 0.022213 0 95 VAR184_H11 -0.014540 0 96 VAR185_H11 -0.005512 0 15:30 Tuesday, January 18, 2005 263 The NEURAL Procedure Optimization Start Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 97 VAR186_H11 0.063142 0 98 VAR187_H11 -0.024479 0 99 VAR188_H11 0.118256 0 100 VAR189_H11 0.090433 0 101 VAR19_H11 0.031589 0 102 VAR190_H11 -0.019744 0 103 VAR191_H11 -0.037176 0 104 VAR192_H11 -0.028862 0 105 VAR193_H11 0.040350 0 106 VAR194_H11 0.143480 0 107 VAR195_H11 0.065867 0 108 VAR196_H11 -0.040340 0 109 VAR197_H11 -0.047797 0 110 VAR198_H11 0.076350 0 111 VAR199_H11 -0.103770 0 112 VAR2_H11 -0.102787 0 113 VAR20_H11 -0.052521 0 114 VAR200_H11 -0.057538 0 115 VAR201_H11 -0.044427 0 116 VAR202_H11 0.048354 0 117 VAR203_H11 0.039602 0 118 VAR204_H11 0.106093 0 119 VAR205_H11 0.022081 0 120 VAR206_H11 0.020860 0 121 VAR207_H11 -0.017702 0 122 VAR208_H11 0.076020 0 123 VAR209_H11 0.058827 0 124 VAR21_H11 0.002769 0 125 VAR210_H11 0.042557 0 126 VAR211_H11 0.040754 0 127 VAR212_H11 -0.006507 0 128 VAR213_H11 0.081984 0 129 VAR214_H11 0.022114 0 130 VAR215_H11 -0.063905 0 131 VAR216_H11 -0.027035 0 132 VAR217_H11 -0.044919 0 133 VAR218_H11 -0.041252 0 134 VAR219_H11 -0.094950 0 135 VAR22_H11 0.014760 0 136 VAR220_H11 -0.004415 0 137 VAR221_H11 0.007672 0 138 VAR222_H11 0.023269 0 139 VAR223_H11 0.063500 0 140 VAR224_H11 0.077018 0 141 VAR225_H11 0.052797 0 142 VAR226_H11 -0.002852 0 143 VAR227_H11 -0.027827 0 144 VAR228_H11 0.062628 0 15:30 Tuesday, January 18, 2005 264 The NEURAL Procedure Optimization Start Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 145 VAR229_H11 -0.006680 0 146 VAR23_H11 -0.005811 0 147 VAR230_H11 0.021516 0 148 VAR231_H11 -0.042794 0 149 VAR232_H11 -0.074971 0 150 VAR233_H11 -0.078070 0 151 VAR234_H11 -0.114863 0 152 VAR235_H11 -0.183027 0 153 VAR236_H11 -0.121914 0 154 VAR237_H11 0.044531 0 155 VAR238_H11 -0.044438 0 156 VAR239_H11 0.032669 0 157 VAR24_H11 0.019626 0 158 VAR240_H11 0.086823 0 159 VAR241_H11 -0.126302 0 160 VAR242_H11 -0.068408 0 161 VAR243_H11 -0.076630 0 162 VAR244_H11 -0.084718 0 163 VAR245_H11 -0.181718 0 164 VAR246_H11 -0.030154 0 165 VAR247_H11 0.098927 0 166 VAR248_H11 -0.034348 0 167 VAR249_H11 0.034323 0 168 VAR25_H11 -0.025940 0 169 VAR250_H11 0.004275 0 170 VAR251_H11 -0.136265 0 171 VAR252_H11 -0.069876 0 172 VAR253_H11 -0.011072 0 173 VAR254_H11 -0.021955 0 174 VAR255_H11 0.058235 0 175 VAR256_H11 -0.050636 0 176 VAR26_H11 -0.010641 0 177 VAR27_H11 -0.061442 0 178 VAR28_H11 0.039842 0 179 VAR29_H11 -0.030006 0 180 VAR3_H11 -0.067483 0 181 VAR30_H11 0.064692 0 182 VAR31_H11 0.069240 0 183 VAR32_H11 0.016835 0 184 VAR33_H11 0.047790 0 185 VAR34_H11 0.001085 0 186 VAR35_H11 0.022884 0 187 VAR36_H11 -0.023470 0 188 VAR37_H11 0.057265 0 189 VAR38_H11 0.058096 0 190 VAR39_H11 -0.029828 0 191 VAR4_H11 -0.028641 0 192 VAR40_H11 0.100272 0 15:30 Tuesday, January 18, 2005 265 The NEURAL Procedure Optimization Start Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 193 VAR41_H11 -0.109744 0 194 VAR42_H11 0.065224 0 195 VAR43_H11 -0.046531 0 196 VAR44_H11 0.033792 0 197 VAR45_H11 -0.039264 0 198 VAR46_H11 0.085142 0 199 VAR47_H11 -0.002137 0 200 VAR48_H11 0.008480 0 201 VAR49_H11 -0.016120 0 202 VAR5_H11 0.006773 0 203 VAR50_H11 -0.059025 0 204 VAR51_H11 -0.032710 0 205 VAR52_H11 -0.049676 0 206 VAR53_H11 -0.049682 0 207 VAR54_H11 0.012581 0 208 VAR55_H11 -0.026865 0 209 VAR56_H11 0.019644 0 210 VAR57_H11 -0.077591 0 211 VAR58_H11 -0.056157 0 212 VAR59_H11 0.072380 0 213 VAR6_H11 0.023861 0 214 VAR60_H11 0.029463 0 215 VAR61_H11 -0.132403 0 216 VAR62_H11 0.059964 0 217 VAR63_H11 -0.004620 0 218 VAR64_H11 0.003146 0 219 VAR65_H11 -0.030517 0 220 VAR66_H11 -0.027727 0 221 VAR67_H11 0.014119 0 222 VAR68_H11 -0.107797 0 223 VAR69_H11 0.036503 0 224 VAR7_H11 0.009691 0 225 VAR70_H11 -0.013993 0 226 VAR71_H11 -0.022916 0 227 VAR72_H11 0.102246 0 228 VAR73_H11 -0.070502 0 229 VAR74_H11 0.009570 0 230 VAR75_H11 0.012081 0 231 VAR76_H11 -0.000202 0 232 VAR77_H11 -0.057242 0 233 VAR78_H11 0.034286 0 234 VAR79_H11 0.085253 0 235 VAR8_H11 0.034363 0 236 VAR80_H11 -0.085800 0 237 VAR81_H11 -0.046604 0 238 VAR82_H11 -0.004486 0 239 VAR83_H11 0.119565 0 240 VAR84_H11 0.043381 0 15:30 Tuesday, January 18, 2005 266 The NEURAL Procedure Optimization Start Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 241 VAR85_H11 0.110206 0 242 VAR86_H11 -0.014005 0 243 VAR87_H11 0.063001 0 244 VAR88_H11 0.007808 0 245 VAR89_H11 -0.038576 0 246 VAR9_H11 0.112526 0 247 VAR90_H11 0.021825 0 248 VAR91_H11 -0.178380 0 249 VAR92_H11 -0.161035 0 250 VAR93_H11 0.050863 0 251 VAR94_H11 0.038140 0 252 VAR95_H11 -0.058876 0 253 VAR96_H11 0.005745 0 254 VAR97_H11 0.050961 0 255 VAR98_H11 -0.027420 0 256 VAR99_H11 -0.029504 0 257 BIAS_H11 0.714509 0 258 H11_VAR257 0 0.092556 259 BIAS_VAR257 4.500000 0 Value of Objective Function = 8.25 15:30 Tuesday, January 18, 2005 267 The NEURAL Procedure Dual Quasi-Newton Optimization Minimum Iterations -1 Maximum Iterations 100 Maximum Function Calls 2147483647 Maximum CPU Time 7200 ABSGCONV Gradient Criterion 0.00001 GCONV Gradient Criterion 1E-8 ABSFCONV Function Criterion 0 FCONV Function Criterion 0.0001 FCONV2 Function Criterion 0 FSIZE Parameter 0 ABSXCONV Parameter Change Criterion 0 XCONV Parameter Change Criterion 0 XSIZE Parameter 0 ABSCONV Function Criterion 0.0082541271 Line Search Method 2 Starting Alpha for Line Search 1 Line Search Precision LSPRECISION 0.4 DAMPSTEP Parameter for Line Search . Singularity Tolerance (SINGULAR) 1E-8 Dual Quasi-Newton Optimization Dual Broyden - Fletcher - Goldfarb - Shanno Update (DBFGS) Parameter Estimates 259 Optimization Start Active Constraints 0 Objective Function 8.25 Max Abs Gradient Element 0.0925558638 Élément/ Pente Redém- Appels Cont. Fonction Changement gradient/ Taille direct. Itér. marrages de fonc. act. objective fonc. obj. max. abs. de pas de rech. 1 0 5 0 8.24511 0.00489 0.1720 0.0211 -0.463 2 0 12 0 7.82992 0.4152 2.6389 0.229 -1.420 3 0 16 0 6.81101 1.0189 2.1688 0.387 -5.366 4 0 20 0 6.04539 0.7656 2.5273 0.0149 -270.0 5 0 24 0 5.37435 0.6710 2.8341 0.0173 -107.7 6 0 27 0 4.97732 0.3970 2.4721 0.0444 -18.298 7 0 30 0 4.57521 0.4021 1.8779 0.0421 -19.449 8 0 33 0 4.37365 0.2016 1.7527 0.0275 -19.905 9 0 36 0 4.11536 0.2583 1.4672 0.0391 -14.441 10 0 39 0 3.87701 0.2383 1.2242 0.0412 -11.803 11 0 41 0 3.70842 0.1686 0.9111 0.100 -9.205 12 0 44 0 3.57355 0.1349 0.7580 0.0435 -6.972 13 0 46 0 3.44876 0.1248 0.6011 0.100 -4.858 14 0 48 0 3.31721 0.1315 0.5822 0.100 -5.063 15 0 50 0 3.23890 0.0783 0.4970 0.131 -2.516 15:30 Tuesday, January 18, 2005 268 The NEURAL Procedure Élément/ Pente Redém- Appels Cont. Fonction Changement gradient/ Taille direct. Itér. marrages de fonc. act. objective fonc. obj. max. abs. de pas de rech. 16 0 52 0 3.12234 0.1166 0.3987 0.113 -1.730 17 0 54 0 3.05514 0.0672 0.5250 0.208 -1.404 18 0 56 0 2.96640 0.0887 0.4541 0.141 -1.192 19 0 59 0 2.91006 0.0563 0.3562 0.0691 -1.580 20 0 61 0 2.87874 0.0313 0.3643 0.146 -0.962 21 0 63 0 2.85043 0.0283 0.2488 0.100 -0.799 22 0 65 0 2.81457 0.0359 0.2406 0.112 -0.631 23 0 67 0 2.78823 0.0263 0.2581 0.171 -0.526 24 0 69 0 2.76977 0.0185 0.2614 0.117 -0.561 25 0 71 0 2.74711 0.0227 0.2455 0.131 -0.353 26 0 73 0 2.73300 0.0141 0.2437 0.152 -0.372 27 0 75 0 2.71068 0.0223 0.1473 0.136 -0.259 28 0 77 0 2.70153 0.00915 0.2440 0.212 -0.263 29 0 79 0 2.68444 0.0171 0.1847 0.100 -0.277 30 0 81 0 2.67175 0.0127 0.2015 0.171 -0.249 31 0 83 0 2.65727 0.0145 0.1495 0.162 -0.196 32 0 85 0 2.64228 0.0150 0.1335 0.216 -0.168 33 0 87 0 2.63490 0.00738 0.1574 0.184 -0.203 34 0 89 0 2.62410 0.0108 0.1144 0.137 -0.135 35 0 91 0 2.61196 0.0121 0.1218 0.229 -0.118 36 0 93 0 2.59988 0.0121 0.1329 0.176 -0.172 37 0 96 0 2.59242 0.00746 0.1092 0.128 -0.116 38 0 98 0 2.58294 0.00949 0.1114 0.201 -0.0930 39 0 100 0 2.57811 0.00483 0.1731 0.230 -0.103 40 0 102 0 2.56985 0.00826 0.1671 0.139 -0.0867 41 0 104 0 2.55861 0.0112 0.1465 0.300 -0.0689 42 0 106 0 2.55442 0.00420 0.1235 0.321 -0.0874 43 0 108 0 2.54816 0.00626 0.1052 0.148 -0.0707 44 0 110 0 2.54184 0.00632 0.1026 0.233 -0.0671 45 0 112 0 2.53705 0.00479 0.0988 0.297 -0.0532 46 0 114 0 2.53178 0.00526 0.1049 0.287 -0.0417 47 0 116 0 2.52828 0.00350 0.1116 0.376 -0.0350 48 0 118 0 2.52358 0.00470 0.1006 0.234 -0.0373 49 0 120 0 2.51769 0.00589 0.0868 0.294 -0.0399 50 0 122 0 2.51104 0.00665 0.0892 0.355 -0.0414 51 0 124 0 2.50507 0.00598 0.1083 0.445 -0.0374 52 0 126 0 2.49665 0.00841 0.1019 0.275 -0.0543 53 0 128 0 2.48637 0.0103 0.0741 0.364 -0.0579 54 0 130 0 2.47676 0.00961 0.0918 0.591 -0.0435 55 0 132 0 2.46665 0.0101 0.0588 0.638 -0.0377 56 0 134 0 2.45795 0.00870 0.0896 0.839 -0.0301 57 0 136 0 2.44896 0.00899 0.0699 0.661 -0.0329 58 0 138 0 2.44175 0.00721 0.0611 0.732 -0.0307 59 0 140 0 2.43157 0.0102 0.0465 0.550 -0.0328 60 0 142 0 2.42421 0.00736 0.0551 1.047 -0.0243 61 1 149 0 2.42196 0.00225 0.0553 0.00043 -10.416 62 1 151 0 2.42030 0.00167 0.0675 0.660 -0.0085 63 1 153 0 2.41793 0.00236 0.0456 0.533 -0.0078 64 1 156 0 2.41660 0.00133 0.0294 0.615 -0.0043 15:30 Tuesday, January 18, 2005 269 The NEURAL Procedure Élément/ Pente Redém- Appels Cont. Fonction Changement gradient/ Taille direct. Itér. marrages de fonc. act. objective fonc. obj. max. abs. de pas de rech. 65 1 159 0 2.41596 0.000641 0.0276 0.584 -0.0022 66 1 161 0 2.41485 0.00111 0.0220 0.874 -0.0018 67 1 163 0 2.41396 0.000891 0.0309 1.419 -0.0020 68 1 165 0 2.41315 0.000810 0.0285 1.575 -0.0014 69 1 167 0 2.41244 0.000706 0.0312 1.539 -0.0013 70 1 169 0 2.41141 0.00103 0.0198 1.002 -0.0018 71 1 171 0 2.41046 0.000950 0.0303 1.480 -0.0017 72 1 173 0 2.40923 0.00123 0.0227 1.220 -0.0019 73 1 175 0 2.40785 0.00138 0.0314 1.867 -0.0016 74 1 177 0 2.40595 0.00190 0.0255 1.992 -0.0017 75 1 180 0 2.40464 0.00131 0.0210 1.585 -0.0016 76 1 182 0 2.40367 0.000973 0.0317 2.185 -0.0015 77 1 184 0 2.40238 0.00129 0.0184 1.412 -0.0017 78 1 186 0 2.40148 0.000894 0.0314 3.469 -0.0009 79 1 188 0 2.40025 0.00124 0.0127 1.445 -0.0015 80 1 190 0 2.39892 0.00132 0.0233 4.370 -0.0007 81 1 192 0 2.39816 0.000766 0.0307 3.774 -0.0009 82 1 194 0 2.39702 0.00114 0.0106 1.368 -0.0014 83 1 196 0 2.39564 0.00138 0.0192 3.502 -0.0008 84 1 198 0 2.39495 0.000682 0.0264 3.939 -0.0009 85 1 200 0 2.39390 0.00105 0.0120 1.195 -0.0014 86 1 202 0 2.39258 0.00133 0.0209 3.426 -0.0008 87 1 204 0 2.39088 0.00170 0.0144 2.942 -0.0011 88 1 206 0 2.38961 0.00127 0.0288 5.922 -0.0007 89 1 208 0 2.38796 0.00165 0.0181 1.743 -0.0018 90 1 210 0 2.38527 0.00269 0.0180 3.780 -0.0011 91 1 213 0 2.38354 0.00173 0.0201 1.636 -0.0020 92 1 215 0 2.38117 0.00237 0.0192 3.338 -0.0013 93 1 218 0 2.37957 0.00161 0.0185 1.692 -0.0018 94 1 220 0 2.37854 0.00103 0.0307 2.820 -0.0014 95 1 222 0 2.37692 0.00162 0.0151 1.145 -0.0022 96 1 224 0 2.37563 0.00128 0.0223 3.365 -0.0012 97 1 226 0 2.37391 0.00173 0.0134 1.786 -0.0018 98 1 228 0 2.37222 0.00168 0.0252 3.494 -0.0012 99 1 230 0 2.37072 0.00151 0.0168 2.301 -0.0018 100 1 232 0 2.36883 0.00188 0.0158 2.305 -0.0016 Optimization Results Iterations 100 Function Calls 234 Gradient Calls 106 Active Constraints 0 Objective Function 2.3688336965 Max Abs Gradient Element 0.0158152629 Slope of Search Direction -0.001633988 QUANEW needs more than 100 iterations or 2147483647 function calls. ATTENTION: QUANEW L'optimisation ne peut être réalisée. 15:30 Tuesday, January 18, 2005 270 The NEURAL Procedure Optimization Results Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 1 VAR1_H11 -0.358479 0.003335 2 VAR10_H11 -0.227863 0.002899 3 VAR100_H11 -0.039440 0.005501 4 VAR101_H11 -0.199576 0.002417 5 VAR102_H11 -0.247750 0.000965 6 VAR103_H11 -0.158230 -0.012405 7 VAR104_H11 0.075436 -0.007782 8 VAR105_H11 -0.262775 -0.005363 9 VAR106_H11 0.046735 0.003867 10 VAR107_H11 -0.763279 0.002772 11 VAR108_H11 0.153070 -0.001361 12 VAR109_H11 0.080958 -0.006386 13 VAR11_H11 -0.583142 0.007731 14 VAR110_H11 0.319441 -0.003159 15 VAR111_H11 -0.264319 0.003792 16 VAR112_H11 -0.127685 0.005360 17 VAR113_H11 1.069335 -0.000278 18 VAR114_H11 0.194526 -0.004440 19 VAR115_H11 1.020717 -0.001661 20 VAR116_H11 0.390083 -0.005405 21 VAR117_H11 -0.043124 0.002355 22 VAR118_H11 -0.109443 0.001352 23 VAR119_H11 0.027781 -0.004169 24 VAR12_H11 -0.017862 0.007265 25 VAR120_H11 0.295239 -0.006723 26 VAR121_H11 -0.436639 -0.000202 27 VAR122_H11 0.010530 0.000907 28 VAR123_H11 0.105027 0.002804 29 VAR124_H11 0.084774 0.004708 30 VAR125_H11 -0.323460 -0.012592 31 VAR126_H11 -0.038649 -0.005598 32 VAR127_H11 0.651664 -0.001140 33 VAR128_H11 1.610013 -0.001817 34 VAR129_H11 -0.904074 -0.001241 35 VAR13_H11 -0.233240 0.008546 36 VAR130_H11 0.722169 -0.002733 37 VAR131_H11 -1.044581 -0.001903 38 VAR132_H11 0.114835 -0.003638 39 VAR133_H11 -0.121442 0.002905 40 VAR134_H11 -0.096635 0.000862 41 VAR135_H11 -0.404491 0.004087 42 VAR136_H11 -0.185627 -0.005003 43 VAR137_H11 -0.014122 -0.008889 44 VAR138_H11 -0.437601 -0.008877 45 VAR139_H11 0.385346 -0.006598 46 VAR14_H11 -0.589757 0.001799 47 VAR140_H11 -0.051516 -0.001673 48 VAR141_H11 0.967938 -0.003643 15:30 Tuesday, January 18, 2005 271 The NEURAL Procedure Optimization Results Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 49 VAR142_H11 -0.504273 -0.006247 50 VAR143_H11 0.059296 -0.002488 51 VAR144_H11 -0.146258 0.003319 52 VAR145_H11 0.954315 -0.008897 53 VAR146_H11 0.282394 -0.003775 54 VAR147_H11 0.441527 0.000053311 55 VAR148_H11 -0.104077 0.003615 56 VAR149_H11 0.201836 -0.000368 57 VAR15_H11 -0.767551 -0.013297 58 VAR150_H11 -0.364729 0.004260 59 VAR151_H11 0.500963 -0.001474 60 VAR152_H11 0.044982 0.003334 61 VAR153_H11 -0.281005 -0.003189 62 VAR154_H11 -0.051727 -0.004720 63 VAR155_H11 -0.109852 -0.005957 64 VAR156_H11 0.499464 -0.005917 65 VAR157_H11 -0.599313 -0.001972 66 VAR158_H11 0.703787 -0.009165 67 VAR159_H11 0.618171 -0.010040 68 VAR16_H11 -0.054215 -0.010411 69 VAR160_H11 -0.525521 0.001342 70 VAR161_H11 -0.269089 -0.001934 71 VAR162_H11 -1.085687 0.000975 72 VAR163_H11 -0.281895 0.002842 73 VAR164_H11 -0.141516 -0.001206 74 VAR165_H11 -0.406499 0.004737 75 VAR166_H11 0.087186 -0.001626 76 VAR167_H11 -0.485947 -0.001857 77 VAR168_H11 -0.649176 0.001655 78 VAR169_H11 0.222106 0.006257 79 VAR17_H11 0.577727 0.000026086 80 VAR170_H11 -0.036753 0.004694 81 VAR171_H11 -0.411175 0.002208 82 VAR172_H11 0.622680 0.001364 83 VAR173_H11 0.141430 -0.002019 84 VAR174_H11 0.535203 -0.002506 85 VAR175_H11 -1.313611 -0.007974 86 VAR176_H11 0.755972 -0.004438 87 VAR177_H11 1.579784 -0.004761 88 VAR178_H11 -0.266607 -0.004573 89 VAR179_H11 -0.178373 -0.004048 90 VAR18_H11 0.342796 -0.009116 91 VAR180_H11 -0.462767 0.007416 92 VAR181_H11 0.290151 0.004193 93 VAR182_H11 -0.244929 0.001910 94 VAR183_H11 0.803848 -0.004263 95 VAR184_H11 0.179254 0.004677 96 VAR185_H11 -0.341336 0.004578 15:30 Tuesday, January 18, 2005 272 The NEURAL Procedure Optimization Results Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 97 VAR186_H11 0.261211 0.005483 98 VAR187_H11 0.520497 -0.000232 99 VAR188_H11 0.137364 -0.004467 100 VAR189_H11 0.505214 -0.003793 101 VAR19_H11 0.254562 -0.005914 102 VAR190_H11 -0.469719 0.004690 103 VAR191_H11 0.937409 -0.006090 104 VAR192_H11 0.199127 0.001288 105 VAR193_H11 1.414268 -0.002684 106 VAR194_H11 -0.375683 -0.000880 107 VAR195_H11 -0.130676 -0.006815 108 VAR196_H11 -0.668588 0.008500 109 VAR197_H11 -0.163747 0.003457 110 VAR198_H11 -0.512007 0.007254 111 VAR199_H11 -0.551540 0.005563 112 VAR2_H11 -0.064134 -0.003054 113 VAR20_H11 0.531816 0.003542 114 VAR200_H11 0.346786 -0.001220 115 VAR201_H11 -0.282619 -0.007022 116 VAR202_H11 0.528225 -0.003965 117 VAR203_H11 -0.003459 0.000007653 118 VAR204_H11 0.928892 0.000376 119 VAR205_H11 0.080895 0.000784 120 VAR206_H11 0.995055 0.001928 121 VAR207_H11 -0.308533 0.003119 122 VAR208_H11 -0.183290 0.001899 123 VAR209_H11 0.446363 -0.001983 124 VAR21_H11 0.663413 -0.001101 125 VAR210_H11 -1.510164 -0.001180 126 VAR211_H11 -0.461105 0.005294 127 VAR212_H11 0.014750 0.000620 128 VAR213_H11 -1.330622 0.000139 129 VAR214_H11 0.369941 0.000432 130 VAR215_H11 -0.374066 0.009498 131 VAR216_H11 0.133120 -0.000613 132 VAR217_H11 0.559276 -0.006494 133 VAR218_H11 0.091095 0.001549 134 VAR219_H11 0.010524 0.000893 135 VAR22_H11 0.298335 0.004118 136 VAR220_H11 0.785319 0.002900 137 VAR221_H11 0.548930 0.008743 138 VAR222_H11 0.656075 -0.002447 139 VAR223_H11 1.291770 -0.004898 140 VAR224_H11 -0.481622 0.004513 141 VAR225_H11 -0.571488 0.003532 142 VAR226_H11 0.519956 0.000652 143 VAR227_H11 0.323242 -0.005758 144 VAR228_H11 -1.149491 0.003035 15:30 Tuesday, January 18, 2005 273 The NEURAL Procedure Optimization Results Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 145 VAR229_H11 1.019852 -0.000680 146 VAR23_H11 -0.050015 0.006615 147 VAR230_H11 -0.248868 0.000365 148 VAR231_H11 -0.212429 0.012157 149 VAR232_H11 -0.029921 0.003670 150 VAR233_H11 0.367712 0.001986 151 VAR234_H11 0.018699 0.005429 152 VAR235_H11 -0.154828 0.009498 153 VAR236_H11 0.384494 0.006612 154 VAR237_H11 0.520201 0.006396 155 VAR238_H11 -0.884613 0.004395 156 VAR239_H11 -0.162568 -0.000435 157 VAR24_H11 0.395987 0.006438 158 VAR240_H11 0.046053 0.001630 159 VAR241_H11 1.013612 -0.000604 160 VAR242_H11 0.063757 0.002480 161 VAR243_H11 -0.578347 0.002741 162 VAR244_H11 0.055371 0.002784 163 VAR245_H11 0.399504 0.004834 164 VAR246_H11 -1.107486 0.002463 165 VAR247_H11 -0.320141 -0.000850 166 VAR248_H11 -0.008709 0.002094 167 VAR249_H11 0.049365 -0.001100 168 VAR25_H11 -0.293785 0.004164 169 VAR250_H11 0.653276 0.003289 170 VAR251_H11 -0.110181 0.002787 171 VAR252_H11 0.134907 0.007374 172 VAR253_H11 0.251112 0.012606 173 VAR254_H11 1.574355 -0.004237 174 VAR255_H11 -0.077143 0.001864 175 VAR256_H11 0.369204 0.001937 176 VAR26_H11 -0.434306 0.010428 177 VAR27_H11 -0.501208 0.009514 178 VAR28_H11 -0.366384 0.002190 179 VAR29_H11 -0.296240 0.001775 180 VAR3_H11 -0.068766 0.000903 181 VAR30_H11 -0.304631 -0.000346 182 VAR31_H11 0.597847 0.004521 183 VAR32_H11 -0.637236 -0.000589 184 VAR33_H11 0.030933 0.001203 185 VAR34_H11 -0.285313 0.000390 186 VAR35_H11 0.378828 0.004004 187 VAR36_H11 -0.393953 0.008272 188 VAR37_H11 0.482390 -0.001984 189 VAR38_H11 0.470117 0.002122 190 VAR39_H11 -0.273102 0.009731 191 VAR4_H11 0.256009 0.001552 192 VAR40_H11 0.446958 0.002582 15:30 Tuesday, January 18, 2005 274 The NEURAL Procedure Optimization Results Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 193 VAR41_H11 -0.266827 0.004297 194 VAR42_H11 -0.183469 0.010855 195 VAR43_H11 -0.292029 0.015495 196 VAR44_H11 -0.204590 0.005282 197 VAR45_H11 -0.782901 0.000634 198 VAR46_H11 -0.240460 0.000820 199 VAR47_H11 -0.844699 0.015815 200 VAR48_H11 -0.754591 -0.001263 201 VAR49_H11 -0.790616 -0.003317 202 VAR5_H11 0.017753 -0.012995 203 VAR50_H11 1.328228 0.005921 204 VAR51_H11 0.089157 0.010058 205 VAR52_H11 0.530358 0.006550 206 VAR53_H11 -0.080615 0.000934 207 VAR54_H11 0.001796 0.006396 208 VAR55_H11 0.422116 0.004335 209 VAR56_H11 0.207580 0.007043 210 VAR57_H11 0.236237 0.006431 211 VAR58_H11 0.072631 0.009937 212 VAR59_H11 -0.209600 0.011100 213 VAR6_H11 0.394216 0.001388 214 VAR60_H11 0.018517 0.005626 215 VAR61_H11 -0.420938 0.003331 216 VAR62_H11 -0.028980 0.000996 217 VAR63_H11 0.101055 0.003125 218 VAR64_H11 -0.484205 0.007428 219 VAR65_H11 0.394638 0.001605 220 VAR66_H11 -0.169170 0.012411 221 VAR67_H11 0.234924 -0.000393 222 VAR68_H11 -0.373565 0.001756 223 VAR69_H11 -0.004316 -0.006463 224 VAR7_H11 -0.290579 0.007742 225 VAR70_H11 0.164478 0.004019 226 VAR71_H11 -0.685301 0.001223 227 VAR72_H11 0.183607 0.000865 228 VAR73_H11 0.178924 0.002726 229 VAR74_H11 0.265631 0.012338 230 VAR75_H11 -0.484592 0.004062 231 VAR76_H11 -0.471911 0.003668 232 VAR77_H11 -0.037293 0.000983 233 VAR78_H11 -0.325457 -0.004930 234 VAR79_H11 -0.356812 -0.006154 235 VAR8_H11 0.480964 -0.003972 236 VAR80_H11 -0.010876 0.004436 237 VAR81_H11 0.179061 -0.000130 238 VAR82_H11 0.598789 0.007967 239 VAR83_H11 -0.421909 0.002349 240 VAR84_H11 0.473967 -0.001969 15:30 Tuesday, January 18, 2005 275 The NEURAL Procedure Optimization Results Paramètres estimés Fonction/ objective/ Nb Paramètre Estimation gradient/ 241 VAR85_H11 0.276316 -0.008819 242 VAR86_H11 -0.179055 0.004905 243 VAR87_H11 -0.131767 0.005853 244 VAR88_H11 -0.020623 -0.001577 245 VAR89_H11 -0.075926 0.008248 246 VAR9_H11 -0.577728 -0.004879 247 VAR90_H11 0.170196 0.012433 248 VAR91_H11 0.574948 0.005784 249 VAR92_H11 0.124735 -0.000216 250 VAR93_H11 -0.163404 0.001156 251 VAR94_H11 -0.314008 -0.006258 252 VAR95_H11 -0.679561 -0.004443 253 VAR96_H11 -0.276947 0.000179 254 VAR97_H11 -0.600014 -0.002678 255 VAR98_H11 -0.232816 0.003692 256 VAR99_H11 -0.418748 0.006755 257 BIAS_H11 1.251075 0.001860 258 H11_VAR257 -2.742830 -0.004620 259 BIAS_VAR257 4.657578 -0.000267 Value of Objective Function = 2.3688336965