Использование нечеткой искусственной нейронной сети TSK (Takagi, Sugeno, Kang’a) в задаче прогнозирования валютных курсов

27.8077 27.9315 -0.1238 27.8680 -0.0603

27.8160 27.8066 0.0094 27.9304 -0.1144

27.6009 27.8162 -0.2153 27.8076 -0.2067

27.5199 27.5998 -0.0799 27.8149 -0.2950

27.6095 27.5200 0.0895 27.6012 0.0083

27.7351 27.6097 0.1254 27.5189 0.2162

28.2682 27.7345 0.5337 27.6092 0.6590

28.3359 28.2700 0.0659 27.7337 0.6022

28.6119 28.3349 0.2770 28.2676 0.3443

28.6735 28.6

145 0.0590 28.3371 0.3364

29.0058 28.6745 0.3313 28.6132 0.3926

29.2300 29.0079 0.2221 28.6777 0.5523

29.3804 29.2308 0.1496 29.0071 0.3733

29.3916 29.3813 0.0103 29.2324 0.1592

30.5331 29.3926 1.1405 29.3815 1.1516

30.9981 30.5390 0.4591 29.3943 1.6038

31.2226 30.9966 0.2260 30.5351 0.6875

31.5616 31.2248 0.3368 31.0008 0.5608

32.2135 31.5667 0.6468 31.2238 0.9897

32.5747 32.2170 0.3577 31.5701 1.0046

32.9085 32.5755 0.3330 32.2185 0.6900

33.4154 32.9113 0.5041 32.5777 0.8377

32.6430 33.4192 -0.7762 32.9118 -0.2688

32.7991 32.6398 0.1593 33.4209 -0.6218

32.8926 32.8046 0.0880 32.6470 0.2456

32.9018 32.8921 0.0097 32.8011 0.1007

32.9979 32.8997 0.0982 32.8964 0.1015

33.2155 32.9990 0.2165 32.8971 0.3184

34.6847 33.2164 1.4683 32.9982 1.6865

34.7236 34.6905 0.0331 33.2164 1.5072

34.7195 33.2160

34.6872

34.7258

RUR_EUR

35.8669 35.8636 0.0033 36.0642 -0.1973

35.8298 35.8672 -0.0374 35.8623 -0.0325

35.8490 35.8316 0.0174 35.8673 -0.0183

35.9832 35.8508 0.1324 35.8318 0.1514

35.9891 35.9818 0.0073 35.8482 0.1409

36.0714 35.9893 0.0821 35.9838 0.0876

36.1033 36.0697 0.0336 35.9888 0.1145

36.1398 36.1016 0.0382 36.0701 0.0697

36.1688 36.1389 0.0299 36.1038 0.0650

36.2900 36.1675 0.1225 36.1388 0.1512

36.3225 36.2881 0.0344 36.1688 0.1537

36.2731 36.3216 -0.0485 36.2897 -0.0166

36.3059 36.2728 0.0331 36.3223 -0.0164

36.0980 36.3042 -0.2062 36.2719 -0.1739

36.0259 36.1003 -0.0744 36.3060 -0.2801

35.8585 36.0271 -0.1686 36.0986 -0.2401

35.9316 35.8611 0.0705 36.0253 -0.0937

35.8317 35.9332 -0.1015 35.8609 -0.0292

35.9006 35.8343 0.0663 35.9315 -0.0309

35.9732 35.9011 0.0721 35.8334 0.1398

36.0309 35.9721 0.0588 35.8992 0.1317

36.0663 36.0309 0.0354 35.9747 0.0916

36.0992 36.0649 0.0343 36.0297 0.0695

36.1036 36.0978 0.0058 36.0659 0.0377

36.1399 36.1028 0.0371 36.0988 0.0411

36.2248 36.1390 0.0858 36.1034 0.1214

36.1921 36.2235 -0.0314 36.1396 0.0525

36.3893 36.1923 0.1970 36.2249 0.1644

36.4054 36.3863 0.0191 36.1917 0.2137

36.5099 36.4045 0.1054 36.3885 0.1214

36.5125 36.5081 0.0044 36.4061 0.1064

36.5169 36.5104 0.0065 36.5076 0.0093

36.4918 36.5162 -0.0244 36.5132 -0.0214

36.6204 36.4910 0.1294 36.5157 0.1047

36.6921 36.6189 0.0732 36.4922 0.1999

36.6446 36.6913 -0.0467 36.6203 0.0243

36.6538 36.6448 0.0090 36.6924 -0.0386

36.8701 36.6521 0.2180 36.6431 0.2270

36.8995 36.8671 0.0324 36.6535 0.2460

37.1123 36.8996 0.2127 36.8708 0.2415

37.0825 37.1088 -0.0263 36.8992 0.1833

37.0216 37.0805 -0.0589 37.1100 -0.0884

36.8739 37.0211 -0.1472 37.0831 -0.2092

36.7526 36.8737 -0.1211 37.0193 -0.2667

36.6632 36.7546 -0.0914 36.8750 -0.2118

36.8527 36.6655 0.1872 36.7530 0.0997

36.9103 36.8525 0.0578 36.6646 0.2457

37.0794 36.9112 0.1682 36.8535 0.2259

37.0676 37.0775 -0.0099 36.9109 0.1567

37.0873 37.0656 0.0217 37.0771 0.0102

36.9851 37.0857 -0.1006 37.0678 -0.0827

36.8693 36.9847 -0.1154 37.0856 -0.2163

36.9414 36.8707 0.0707 36.9859 -0.0445

36.9760 36.9408 0.0352 36.8689 0.1071

36.9714 36.9771 -0.0057 36.9426 0.0288

37.0433 36.9723 0.0710 36.9768 0.0665

37.0295 37.0416 -0.0121 36.9702 0.0593

37.1299 37.0293 0.1006 37.0433 0.0866

37.1070 37.1285 -0.0215 37.0296 0.0774

37.0603 37.1066 -0.0463 37.1291 -0.0688

37.1291 37.0605 0.0686 37.1075 0.0216

37.1396 37.1274 0.0122 37.0591 0.0805

37.2336 37.1399 0.0937 37.1297 0.1039

37.2348 37.2327 0.0021 37.1400 0.0948

37.1137 37.2340 -0.1203 37.2327 -0.1190

37.1598 37.1146 0.0452 37.2350 -0.0752

37.2606 37.1583 0.1023 37.1127 0.1479

37.1463 37.2599 -0.1136 37.1601 -0.0138

36.9422 37.1486 -0.2064 37.2619 -0.3197

36.9469 36.9437 0.0032 37.1453 -0.1984

36.8895 36.9464 -0.0569 36.9414 -0.0519

36.8959 36.8922 0.0037 36.9485 -0.0526

36.7666 36.8978 -0.1312 36.8912 -0.1246

36.7701 36.7683 0.0018 36.8951 -0.1250

36.7757 36.7706 0.0051 36.7674 0.0083

36.6035 36.7761 -0.1726 36.7698 -0.1663

36.6715 36.6068 0.0647 36.7772 -0.1057

36.8346 36.6707 0.1639 36.6029 0.2317

36.8730 36.8334 0.0396 36.6715 0.2015

37.0339 36.8739 0.1600 36.8365 0.1974

36.9053 37.0306 -0.1253 36.8716 0.0337

36.9474 36.9050 0.0424 37.0325 -0.0851

36.9705 36.9458 0.0247 36.9055 0.0650

37.0731 36.9692 0.1039 36.9457 0.1274

37.2238 37.0730 0.1508 36.9725 0.2513

37.0932 37.2215 -0.1283 37.0720 0.0212

37.1357 37.0940 0.0417 37.2238 -0.0881

37.1239 37.1335 -0.0096 37.0922 0.0317

37.0987 37.1231 -0.0244 37.1344 -0.0357

36.8904 37.1001 -0.2097 37.1258 -0.2354

36.7827 36.8925 -0.1098 37.0976 -0.3149

36.8701 36.7842 0.0859 36.8908 -0.0207

36.8699 36.8703 -0.0004 36.7829 0.0870

36.7382 36.8724 -0.1342 36.8722 -0.1340

36.7699 36.7404 0.0295 36.8703 -0.1004

36.9233 36.7687 0.1546 36.7370 0.1863

37.1420 36.9221 0.2199 36.7703 0.3717

36.8070 37.1406 -0.3336 36.9247 -0.1177

36.6841 36.8099 -0.1258 37.1412 -0.4571

36.5681 36.6831 -0.1150 36.8056 -0.2375

36.6943 36.5688 0.1255 36.6823 0.0120

36.6827 36.6967 -0.0140 36.5725 0.1102

36.7325 36.6846 0.0479 36.6941 0.0384

36.7003 36.7325 -0.0322 36.6837 0.0166

36.7427 36.6995 0.0432 36.7308 0.0119

36.7138 36.7421 -0.0283 36.7010 0.0128

36.7203 36.7138 0.0065 36.7420 -0.0217

36.8276 36.7204 0.1072 36.7144 0.1132

36.9077 36.8261 0.0816 36.7197 0.1880

36.9710 36.9070 0.0640 36.8281 0.1429

36.9823 36.9697 0.0126 36.9075 0.0748

37.0561 36.9807 0.0754 36.9699 0.0862

37.1069 37.0542 0.0527 36.9819 0.1250

36.9381 37.1056 -0.1675 37.0557 -0.1176

36.8823 36.9396 -0.0573 37.1070 -0.2247

36.7822 36.8820 -0.0998 36.9373 -0.1551

36.8747 36.7836 0.0911 36.8820 -0.0073

36.8774 36.8756 0.0018 36.7842 0.0932

36.9009 36.8784 0.0225 36.8746 0.0263

36.8759 36.9012 -0.0253 36.8784 -0.0025

36.8559 36.8753 -0.0194 36.8995 -0.0436

36.8093 36.8560 -0.0467 36.8763 -0.0670

36.7991 36.8097 -0.0106 36.8556 -0.0565

36.8142 36.7996 0.0146 36.8097 0.0045

36.9419 36.8144 0.1275 36.7992 0.1427

36.7695 36.9409 -0.1714 36.8146 -0.0451

36.6664 36.7715 -0.1051 36.9418 -0.2754

36.7128 36.6669 0.0459 36.7694 -0.0566

36.6768 36.7118 -0.0350 36.6651 0.0117

36.7203 36.6794 0.0409 36.7151 0.0052

36.5329 36.7206 -0.1877 36.6771 -0.1442

36.5752 36.5348 0.0404 36.7195 -0.1443

36.5353 36.5749 -0.0396 36.5336 0.0017

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