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Использование нечеткой искусственной нейронной сети TSK Takagi Sugeno Kanga в задаче прогнозирования (стр. 10 из 14)

48.5335 48.3025 0.2310 46.9973 1.5362

46.9854 48.5085 -1.5231 48.2592 -1.2738

44.8580 46.9330 -2.0750 48.5152 -3.6572

45.4563 44.8145 0.6418 46.9543 -1.4980

44.9971 45.4903 -0.4932 44.8829 0.1142

45.1380 45.0784 0.0596 45.5026 -0.3646

46.8240 45.1625 1.6615 44.9972 1.8268

47.3852 46.8342 0.5510 45.1588 2.2264

49.0234 47.3966 1.6268 46.8844 2.1390

50.3631 48.9884 1.3747 47.3254 3.0377

50.3281 47.3584

48.9875

50.2706

RUR_CHF

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

36.4586 36.5362 -0.0776 36.5745 -0.1159

36.3999 36.4612 -0.0613 36.5375 -0.1376

36.4564 36.4004 0.0560 36.4574 -0.0010

36.4737 36.4565 0.0172 36.4006 0.0731

36.2996 36.4745 -0.1749 36.4570 -0.1574

36.7808 36.3020 0.4788 36.4741 0.3067

36.1850 36.7746 -0.5896 36.2988 -0.1138

36.1034 36.1925 -0.0891 36.7809 -0.6775

36.1922 36.1040 0.0882 36.1870 0.0052

36.1406 36.1891 -0.0485 36.0974 0.0432

36.1200 36.1475 -0.0275 36.2007 -0.0807

35.9832 36.1207 -0.1375 36.1388 -0.1556

36.0439 35.9841 0.0598 36.1191 -0.0752

35.9975 36.0438 -0.0463 35.9842 0.0133

36.1257 35.9988 0.1269 36.0438 0.0819

36.0083 36.1253 -0.1170 35.9989 0.0094

36.0888 36.0093 0.0795 36.1245 -0.0357

36.1574 36.0878 0.0696 36.0092 0.1482

36.2884 36.1558 0.1326 36.0872 0.2012

36.2264 36.2877 -0.0613 36.1592 0.0672

36.1248 36.2260 -0.1012 36.2870 -0.1622

35.9455 36.1247 -0.1792 36.2261 -0.2806

35.9279 35.9466 -0.0187 36.1236 -0.1957

36.5937 35.9292 0.6645 35.9466 0.6471

36.3908 36.5877 -0.1969 35.9286 0.4622

36.2670 36.3949 -0.1279 36.5953 -0.3283

36.0877 36.2657 -0.1780 36.3905 -0.3028

36.1851 36.0841 0.1010 36.2598 -0.0747

35.9922 36.1866 -0.1944 36.0925 -0.1003

36.0821 35.9965 0.0856 36.1851 -0.1030

36.4299 36.0824 0.3475 35.9938 0.4361

36.2958 36.4257 -0.1299 36.0804 0.2154

36.4066 36.2988 0.1078 36.4325 -0.0259

36.2568 36.4029 -0.1461 36.2940 -0.0372

36.6274 36.2557 0.3717 36.4033 0.2241

36.8974 36.6239 0.2735 36.2596 0.6378

36.7957 36.8938 -0.0981 36.6254 0.1703

36.7099 36.7967 -0.0868 36.8996 -0.1897

36.5948 36.7060 -0.1112 36.7911 -0.1963

36.3700 36.5939 -0.2239 36.7085 -0.3385

36.1530 36.3740 -0.2210 36.5967 -0.4437

35.8757 36.1569 -0.2812 36.3703 -0.4946

35.5476 35.8811 -0.3335 36.1539 -0.6063

35.5512 35.5547 -0.0035 35.8777 -0.3265

35.5632 35.5546 0.0086 35.5491 0.0141

35.6839 35.5673 0.1166 35.5534 0.1305

35.5171 35.6857 -0.1686 35.5658 -0.0487

35.6051 35.5189 0.0862 35.6828 -0.0777

35.6063 35.6034 0.0029 35.5172 0.0891

35.5798 35.6058 -0.0260 35.6038 -0.0240

35.3188 35.5814 -0.2626 35.6086 -0.2898

35.3988 35.3210 0.0778 35.5781 -0.1793

35.1731 35.3980 -0.2249 35.3193 -0.1462

35.0881 35.1771 -0.0890 35.3990 -0.3109

34.6345 35.0913 -0.4568 35.1758 -0.5413

34.5767 34.6400 -0.0633 35.0862 -0.5095

34.4144 34.5800 -0.1656 34.6374 -0.2230

34.0844 34.4192 -0.3348 34.5766 -0.4922

34.1627 34.0930 0.0697 34.4191 -0.2564

34.4306 34.1631 0.2675 34.0833 0.3473

34.4092 34.4305 -0.0213 34.1645 0.2447

34.5449 34.4123 0.1326 34.4336 0.1113

34.6484 34.5413 0.1071 34.4072 0.2412

34.5112 34.6446 -0.1334 34.5425 -0.0313

34.5677 34.5124 0.0553 34.6497 -0.0820

34.8064 34.5653 0.2411 34.5095 0.2969

34.6319 34.8032 -0.1713 34.5671 0.0648

34.3777 34.6350 -0.2573 34.8082 -0.4305

34.7938 34.3791 0.4147 34.6307 0.1631

34.5766 34.7874 -0.2108 34.3754 0.2012

34.6250 34.5819 0.0431 34.7966 -0.1716

34.6693 34.6251 0.0442 34.5785 0.0908

34.4975 34.6656 -0.1681 34.6196 -0.1221

34.5215 34.5014 0.0201 34.6735 -0.1520

34.9141 34.5206 0.3935 34.4958 0.4183

35.2416 34.9098 0.3318 34.5213 0.7203

35.4565 35.2393 0.2172 34.9161 0.5404

35.3629 35.4520 -0.0891 35.2407 0.1222

35.7166 35.3586 0.3580 35.4525 0.2641

35.4095 35.7083 -0.2988 35.3609 0.0486

35.3037 35.4113 -0.1076 35.7153 -0.4116

35.4404 35.3043 0.1361 35.4112 0.0292

35.3887 35.4367 -0.0480 35.2993 0.0894

35.8786 35.3928 0.4858 35.4452 0.4334

36.0107 35.8733 0.1374 35.3884 0.6223

36.0061 36.0080 -0.0019 35.8769 0.1292

36.1715 36.0045 0.1670 36.0120 0.1595

36.6678 36.1641 0.5037 36.0005 0.6673

36.9008 36.6607 0.2401 36.1721 0.7287

37.4292 36.8973 0.5319 36.6681 0.7611

37.8188 37.4192 0.3996 36.8990 0.9198

38.7040 37.8082 0.8958 37.4245 1.2795

39.7798 38.6890 1.0908 37.8182 1.9616

39.5475 39.7602 -0.2127 38.6989 0.8486

39.7253 39.5423 0.1830 39.7777 -0.0524

39.6674 39.7097 -0.0423 39.5393 0.1281

39.9565 39.6584 0.2981 39.7169 0.2396

40.1859 39.9546 0.2313 39.6736 0.5123

40.7880 40.1817 0.6063 39.9529 0.8351

41.6294 40.7802 0.8492 40.1874 1.4420

41.4411 41.6156 -0.1745 40.7846 0.6565

41.4275 41.4382 -0.0107 41.6282 -0.2007

41.1311 41.4180 -0.2869 41.4354 -0.3043

41.5282 41.1271 0.4011 41.4206 0.1076

41.4105 41.5255 -0.1150 41.1360 0.2745

41.9706 41.4133 0.5573 41.5269 0.4437

42.3833 41.9653 0.4180 41.4138 0.9695

43.0800 42.3750 0.7050 41.9651 1.1149

43.7815 43.0705 0.7110 42.3865 1.3950

43.3331 43.7658 -0.4327 43.0733 0.2598

42.1454 43.3310 -1.1856 43.7795 -1.6341

42.6454 42.1493 0.4961 43.3269 -0.6815

42.3986 42.6348 -0.2362 42.1402 0.2584

42.4861 42.4112 0.0749 42.6523 -0.1662

43.7123 42.4947 1.2176 42.4092 1.3031

44.0305 43.6941 0.3364 42.4763 1.5542

45.3398 44.0287 1.3111 43.7178 1.6220

45.6636 45.3182 0.3454 44.0284 1.6352

45.6461 44.0178

45.3414

45.6499

RUR_JPY

23.1523 22.8447 0.3076 22.8005 0.3518

23.4717 23.1550 0.3167 22.8670 0.6047

23.1400 23.4760 -0.3360 23.1421 -0.0021

23.1335 23.1437 -0.0102 23.4533 -0.3198

22.7315 23.1092 -0.3777 23.1320 -0.4005

23.1071 22.7484 0.3587 23.1393 -0.0322

22.9145 23.0897 -0.1752 22.7209 0.1936

22.9459 22.9454 0.0005 23.1158 -0.1699

22.9203 22.9251 -0.0048 22.9115 0.0088

22.9491 22.9284 0.0207 22.9566 -0.0075

22.8951 22.9470 -0.0519 22.9257 -0.0306

22.9298 22.8977 0.0321 22.9423 -0.0125

23.1758 22.9265 0.2493 22.8989 0.2769

23.1489 23.1761 -0.0272 22.9310 0.2179

23.0610 23.1564 -0.0954 23.1751 -0.1141

23.0273 23.0515 -0.0242 23.1406 -0.1133

23.0516 23.0253 0.0263 23.0626 -0.0110

23.0282 23.0536 -0.0254 23.0264 0.0018

22.7383 23.0308 -0.2925 23.0467 -0.3084

22.7375 22.7401 -0.0026 23.0292 -0.2917

22.7879 22.7285 0.0594 22.7417 0.0462

22.7823 22.7986 -0.0163 22.7477 0.0346

22.8210 22.7847 0.0363 22.7880 0.0330

22.6814 22.8184 -0.1370 22.7847 -0.1033

22.7678 22.6845 0.0833 22.8288 -0.0610

22.6464 22.7605 -0.1141 22.6796 -0.0332

22.6263 22.6562 -0.0299 22.7711 -0.1448

22.6802 22.6193 0.0609 22.6434 0.0368

22.9139 22.6834 0.2305 22.6308 0.2831

23.3745 22.9139 0.4606 22.6837 0.6908

23.2730 23.3749 -0.1019 22.9113 0.3617

23.2498 23.2808 -0.0310 23.3702 -0.1204

23.0587 23.2282 -0.1695 23.2574 -0.1987

23.2721 23.0633 0.2088 23.2483 0.0238

23.3771 23.2641 0.1130 23.0480 0.3291

23.1426 23.3906 -0.2480 23.2675 -0.1249

23.6286 23.1411 0.4875 23.3733 0.2553

23.5431 23.6102 -0.0671 23.1417 0.4014

24.1924 23.5697 0.6227 23.6387 0.5537

24.1211 24.1631 -0.0420 23.5206 0.6005

23.7529 24.1466 -0.3937 24.1945 -0.4416

23.9451 23.7298 0.2153 24.1003 -0.1552

23.8632 23.9317 -0.0685 23.7425 0.1207

23.8470 23.8853 -0.0383 23.9519 -0.1049

23.6113 23.8376 -0.2263 23.8411 -0.2298

23.6370 23.6164 0.0206 23.8556 -0.2186

23.6972 23.6294 0.0678 23.6194 0.0778

23.5698 23.7066 -0.1368 23.6407 -0.0709

23.5569 23.5729 -0.0160 23.6990 -0.1421

23.5752 23.5503 0.0249 23.5710 0.0042

23.1837 23.5794 -0.3957 23.5669 -0.3832

22.9810 23.1898 -0.2088 23.5744 -0.5934

23.0069 22.9694 0.0375 23.1830 -0.1761

23.0339 23.0149 0.0190 22.9974 0.0365

22.9927 23.0431 -0.0504 23.0143 -0.0216

22.9807 22.9935 -0.0128 23.0375 -0.0568

23.2674 22.9783 0.2891 23.0045 0.2629

23.0266 23.2651 -0.2385 22.9871 0.0395

23.2995 23.0399 0.2596 23.2669 0.0326

23.1905 23.2768 -0.0863 23.0169 0.1736

23.0630 23.2100 -0.1470 23.3083 -0.2453

22.8941 23.0507 -0.1566 23.1788 -0.2847

22.8085 22.8955 -0.0870 23.0615 -0.2530

22.6046 22.8089 -0.2043 22.9016 -0.2970

22.7342 22.6110 0.1232 22.8083 -0.0741

22.6473 22.7293 -0.0820 22.6120 0.0353

22.5963 22.6609 -0.0646 22.7464 -0.1501

22.6364 22.5893 0.0471 22.6488 -0.0124

22.5678 22.6373 -0.0695 22.6036 -0.0358

22.6787 22.5722 0.1065 22.6420 0.0367

22.7839 22.6735 0.1104 22.5642 0.2197

22.5822 22.7890 -0.2068 22.6838 -0.1016

22.6429 22.5841 0.0588 22.7812 -0.1383

22.6514 22.6309 0.0205 22.5783 0.0731

22.8789 22.6610 0.2179 22.6499 0.2290

23.0603 22.8745 0.1858 22.6455 0.4148

22.8581 23.0654 -0.2073 22.8781 -0.0200

22.7423 22.8579 -0.1156 23.0574 -0.3151

22.7234 22.7293 -0.0059 22.8501 -0.1267

22.7885 22.7272 0.0613 22.7458 0.0427

22.7938 22.7920 0.0018 22.7194 0.0744

22.8110 22.7969 0.0141 22.7869 0.0241

22.9262 22.8085 0.1177 22.7984 0.1278

22.8780 22.9251 -0.0471 22.8140 0.0640

22.6821 22.8818 -0.1997 22.9254 -0.2433

22.7982 22.6783 0.1199 22.8724 -0.0742

22.7351 22.7917 -0.0566 22.6832 0.0519

22.6776 22.7476 -0.0700 22.8029 -0.1253

22.5347 22.6720 -0.1373 22.7291 -0.1944

22.5265 22.5367 -0.0102 22.6831 -0.1566

22.5200 22.5241 -0.0041 22.5405 -0.0205

22.7351 22.5255 0.2096 22.5290 0.2061

22.6275 22.7329 -0.1054 22.5228 0.1047

22.5574 22.6364 -0.0790 22.7385 -0.1811

22.3131 22.5462 -0.2331 22.6243 -0.3112

22.3584 22.3174 0.0410 22.5609 -0.2025

22.1117 22.3524 -0.2407 22.3132 -0.2015

21.9781 22.1259 -0.1478 22.3621 -0.3840

21.9652 21.9700 -0.0048 22.1142 -0.1490

21.9114 21.9703 -0.0589 21.9909 -0.0795

21.8960 21.9173 -0.0213 21.9758 -0.0798

21.9250 21.8951 0.0299 21.9137 0.0113

21.9008 21.9262 -0.0254 21.9059 -0.0051

21.9490 21.9028 0.0462 21.9293 0.0197

21.8583 21.9465 -0.0882 21.9008 -0.0425

21.8907 21.8619 0.0288 21.9514 -0.0607

21.7880 21.8854 -0.0974 21.8568 -0.0688

21.9597 21.7938 0.1659 21.8931 0.0666

22.1090 21.9530 0.1560 21.7871 0.3219

22.1865 22.1170 0.0695 21.9628 0.2237

22.0664 22.1842 -0.1178 22.1055 -0.0391

22.0257 22.0643 -0.0386 22.1817 -0.1560

22.0175 22.0188 -0.0013 22.0643 -0.0468

22.0142 22.0207 -0.0065 22.0233 -0.0091

21.7740 22.0158 -0.2418 22.0142 -0.2402

21.8388 21.7772 0.0616 22.0139 -0.1751

21.8009 21.8299 -0.0290 21.7778 0.0231

21.7805 21.8129 -0.0324 21.8479 -0.0674

21.9137 21.7774 0.1363 21.7994 0.1143