td_model2

library for SVMclassification and regression. It solves C-SVM classification, nu-SVM classification

1 1:0.0004710352 2:4.029503e-07 3:0.003117272 4:0.02834518 5:2.725954e-07 6:0.002175141 7:0.5970236 8:0.009576861 9:0.0009408104 10:0.0009864558 11:0.0007699195 12:0.008475351 13:0.0001339404 14:0.04682498 15:0.009793483 16:2.21498e-10 17:1.702897e-12 18:0.0003829542 19:1.634775e-07 20:3.088338e-09 21:1.639693e-14 22:0.02939401 23:1.777462e-08 24:5.004356e-05 25:0.0005630786 26:3.223014e-10 27:1.908112e-05 28:2.640532e-05 29:1.29515e-05 30:1.369649e-05 31:0.002640095 32:0.001234353 33:7.263741e-08 34:0.0896724 35:2.268464e-06 36:4.304172e-05 37:0.0005301046 38:0.1024666 39:1.321498e-12 40:5.390181e-07 41:8.976968e-05 42:8.700609e-10 43:2.10317e-06 44:6.745824e-08 45:0.003244871 46:0.002376186 47:1.237728e-16 48:5.292907e-09 49:0.004647322 50:0.05395307 
1 1:0.005701497 2:1.422359e-05 3:0.0190968 4:0.0002208532 5:0.002569506 6:0.007934004 7:0.03717236 8:0.02174636 9:0.02181862 10:0.0001823113 11:0.007044598 12:0.002411278 13:0.001257018 14:0.006548953 15:0.011314 16:0.005647099 17:1.420044e-06 18:0.01962488 19:0.0004888323 20:0.01323516 21:1.425938e-08 22:0.2339104 23:7.459535e-05 24:0.003136848 25:0.003823541 26:0.004790256 27:0.001011575 28:0.0003549585 29:0.01597754 30:0.001872137 31:0.006103555 32:0.0008699478 33:0.001664324 34:0.01647912 35:0.0002636775 36:0.01310246 37:0.0007714365 38:0.4339652 39:1.962986e-06 40:0.0184334 41:0.003868809 42:1.95917e-06 43:1.136316e-05 44:8.044034e-05 45:0.00304265 46:0.01349136 47:9.820957e-09 48:8.84763e-05 49:0.003478048 50:0.0353001 
-1 1:0.06633776 2:0.02951421 3:7.175883e-06 4:3.318289e-07 5:0.04497419 6:0.000157066 7:0.000112715 8:0.001283099 9:0.01194036 10:4.349816e-06 11:0.02890786 12:7.357029e-08 13:0.03609303 14:0.001731053 15:1.208391e-06 16:0.04226659 17:0.04948557 18:6.359764e-05 19:0.0008357905 20:0.01292146 21:0.01013763 22:0.0191222 23:0.03632554 24:0.02217851 25:0.004216824 26:0.06689616 27:0.02617617 28:0.02316586 29:2.306079e-05 30:0.05944611 31:0.004218163 32:5.386894e-06 33:0.07452102 34:0.0123965 35:0.05742851 36:0.001522865 37:0.0003638804 38:2.782901e-07 39:0.07629329 40:0.002473348 41:0.0005734527 42:0.03825059 43:1.415609e-05 44:0.07498403 45:4.749291e-07 46:0.02088416 47:0.0143509 48:0.01587623 49:0.002778419 50:0.008738809 
-1 1:0.01552379 2:0.000800782 3:3.232774e-05 4:0.00171655 5:0.04922051 6:9.730702e-05 7:1.508431e-06 8:0.1760179 9:0.003984183 10:0.03608025 11:0.01393498 12:0.00507417 13:0.00423394 14:0.0003087809 15:0.01142449 16:0.02444323 17:0.0268768 18:0.004606194 19:0.1022537 20:0.02611231 21:0.01808227 22:0.0001715109 23:0.005974346 24:0.00912918 25:0.02930954 26:0.08352609 27:0.02403562 28:0.01341238 29:8.266802e-06 30:0.02030669 31:0.01521703 32:0.001364264 33:0.008467034 34:0.0005723296 35:0.003970949 36:0.1056001 37:0.0005667014 38:0.02386309 39:0.01282688 40:0.01129058 41:0.03493226 42:0.01028064 43:1.02298e-05 44:0.0106373 45:9.781116e-07 46:0.001151106 47:0.02771342 48:0.01420044 49:0.005185643 50:0.005449403 
-0.6710859857209791 1:0.05691681 2:0.009107693 3:0.001421335 4:1.942856e-05 5:0.02596869 6:0.00785437 7:0.001490813 8:0.01880906 9:0.02612147 10:1.597011e-05 11:0.03782882 12:1.955554e-07 13:0.005241413 14:0.002943546 15:1.919754e-07 16:0.002336582 17:0.001304919 18:0.000129375 19:0.005066106 20:0.001918036 21:0.002832828 22:0.08722532 23:0.006950785 24:0.0196117 25:0.09178125 26:0.004502489 27:0.03267039 28:0.02523351 29:0.0001631661 30:0.07961851 31:0.01359049 32:0.0005172401 33:0.02014068 34:0.1415075 35:0.05701791 36:0.000963152 37:0.05008421 38:0.000168158 39:0.001242018 40:0.0003241064 41:0.02013437 42:0.04349 43:0.006809184 44:0.008356656 45:0.001685383 46:0.03118499 47:0.001874602 48:0.0196368 49:0.001066161 50:0.02512162 
-0.8219035573960042 1:0.03218334 2:2.286172e-05 3:0.0294141 4:0.03396792 5:0.00299926 6:0.0133567 7:0.004780667 8:0.08628507 9:0.01942995 10:0.09196424 11:0.06588248 12:0.3485302 13:0.004060284 14:0.003898712 15:0.009929607 16:0.000829174 17:0.003639941 18:0.004713955 19:0.0005521124 20:0.001371576 21:0.0004432459 22:0.007021179 23:0.01047812 24:0.002875321 25:0.001166135 26:0.003748402 27:0.006568386 28:0.02798895 29:0.0004081207 30:0.002016054 31:0.02224596 32:0.001793405 33:0.0006359505 34:0.002802817 35:0.004236166 36:0.01570056 37:0.0113325 38:0.008828821 39:0.001355961 40:0.001176558 41:0.0001978091 42:0.000533386 43:0.01236697 44:0.02159125 45:0.04844747 46:0.01000002 47:0.0004845505 48:0.0003689159 49:0.004634507 50:0.01074033 
-0.1871768174356447 1:0.0005600938 2:2.808238e-05 3:0.5115727 4:0.03795117 5:0.0003352705 6:0.0002055907 7:0.004699393 8:3.254939e-05 9:0.0001406178 10:0.04029963 11:0.000472649 12:0.01044039 13:0.001201903 14:0.01606337 15:0.01273249 16:0.003467511 17:0.003164633 18:0.06970009 19:0.0006014234 20:0.01912626 21:0.001347946 22:2.343874e-05 23:0.01370218 24:0.002731984 25:0.000519589 26:0.002162215 27:0.0003166019 28:0.03994737 29:0.02796405 30:0.0007664486 31:0.00018503 32:0.1119087 33:0.001496446 34:0.0005189675 35:0.0004829177 36:0.005179439 37:0.0007508069 38:7.589181e-05 39:0.00409968 40:0.005471959 41:0.007137561 42:0.0007917755 43:0.01218394 44:0.008113551 45:0.0004410435 46:0.002814123 47:0.0007607215 48:0.001977224 49:0.01324345 50:8.914743e-05 
-1 1:0.01138935 2:3.693156e-07 3:0.02962566 4:0.02835938 5:0.0002679812 6:0.008829987 7:0.1133239 8:0.004960544 9:0.04978978 10:0.03207835 11:0.03654423 12:0.01110426 13:0.001876808 14:0.06623589 15:0.0106205 16:5.406449e-05 17:2.245189e-06 18:0.0576464 19:2.871233e-07 20:0.000523455 21:3.776161e-08 22:0.1269947 23:0.0006821341 24:0.02975779 25:0.006344495 26:3.115594e-05 27:0.000387645 28:0.01407114 29:0.001443005 30:0.003397082 31:0.03157855 32:0.09557281 33:0.003774004 34:0.07147667 35:0.002793867 36:0.01509415 37:0.006811605 38:0.04251713 39:7.61731e-06 40:3.784903e-05 41:7.843448e-05 42:4.290006e-06 43:0.002077796 44:0.001113484 45:0.01020008 46:0.009422439 47:4.191571e-08 48:3.236929e-05 49:0.04581578 50:0.01524842 
-0.6771441634604128 1:1.316877e-05 2:0.005306847 3:0.0002853298 4:0.04384113 5:0.002640814 6:0.006230218 7:1.214418e-05 8:4.747496e-06 9:0.007206076 10:0.008605646 11:1.975047e-06 12:0.02898465 13:0.002700197 14:0.0006002832 15:0.1273425 16:0.01157743 17:0.002106804 18:0.003903706 19:0.0544983 20:0.0654968 21:0.02144167 22:0.001455406 23:0.000374683 24:0.05336098 25:0.01489939 26:0.0008301106 27:0.00639614 28:8.703863e-06 29:5.358831e-07 30:0.001009829 31:0.003884917 32:0.004848373 33:0.0488973 34:0.0006120703 35:0.003201067 36:0.001647223 37:0.02496088 38:0.0003760001 39:0.002186893 40:0.09979004 41:0.07722381 42:0.003453138 43:0.1084264 44:0.0001415097 45:0.05100228 46:0.0007526177 47:0.01465644 48:0.07708255 49:0.004965343 50:0.0007550193 
-1 1:0.0003942201 2:0.003218875 3:1.082182e-06 4:0.002098385 5:0.0329096 6:0.02370968 7:1.560954e-05 8:0.01475635 9:0.00223945 10:0.001484138 11:7.263449e-05 12:9.686161e-05 13:0.0002933397 14:8.42534e-05 15:0.003740259 16:0.02322622 17:0.03524782 18:0.0001501055 19:0.0992131 20:0.06706183 21:0.01793529 22:0.00200723 23:0.01842916 24:0.01300976 25:0.006179732 26:0.02476741 27:0.01190287 28:0.0004137947 29:9.868589e-06 30:0.01398237 31:0.001257005 32:2.451276e-05 33:0.03288342 34:0.001183829 35:0.01486062 36:0.01180299 37:0.02580048 38:0.1040183 39:0.01856988 40:0.05062618 41:0.03994599 42:0.007367503 43:0.09817259 44:0.00271171 45:0.05395636 46:0.01020995 47:0.01970049 48:0.08528458 49:0.001322679 50:0.001649623 
-0.1437995789105443 1:0.06186798 2:0.01021582 3:1.250236e-05 4:1.208417e-05 5:0.0188625 6:0.003542122 7:4.048817e-05 8:0.002716031 9:0.01411735 10:7.019512e-05 11:0.07632382 12:4.753557e-08 13:0.0253414 14:0.0008810362 15:4.190405e-07 16:0.01198735 17:0.006227783 18:6.450203e-05 19:0.0005661889 20:0.005314571 21:0.001556611 22:0.04087498 23:0.03809902 24:0.01357376 25:0.004422332 26:0.02712376 27:0.050492 28:0.060571 29:5.015179e-05 30:0.08018032 31:0.009936533 32:8.347723e-06 33:0.03882266 34:0.003054538 35:0.07132236 36:0.001588136 37:0.0641151 38:1.722156e-06 39:0.005321161 40:0.001064214 41:0.002030065 42:0.01379949 43:0.101646 44:0.04166218 45:0.01351264 46:0.05047151 47:0.002215843 48:0.01845819 49:0.0004295059 50:0.0054317 
-0.498889897076415 1:0.0003317422 2:0.002764479 3:5.468781e-12 4:2.743376e-10 5:0.01544432 6:1.125447e-07 7:1.343897e-20 8:3.803681e-10 9:2.822101e-05 10:1.414864e-08 11:2.654904e-05 12:3.206898e-12 13:0.0005321175 14:2.169061e-10 15:1.303865e-09 16:0.05822658 17:0.1333642 18:7.611592e-07 19:2.064146e-05 20:0.0100843 21:0.06349815 22:9.358261e-08 23:0.0415795 24:0.001305959 25:2.977849e-06 26:0.1277092 27:0.0004235786 28:0.0003213244 29:9.256096e-08 30:0.002451764 31:2.979112e-05 32:8.704882e-08 33:0.03060736 34:1.988722e-08 35:0.01131444 36:6.06301e-05 37:9.270924e-05 38:1.492007e-22 39:0.215053 40:0.0002730504 41:2.507672e-07 42:0.04140796 43:0.01150139 44:0.01555027 45:1.468177e-07 46:5.05045e-05 47:0.2130192 48:0.002916136 49:5.764059e-06 50:6.235779e-07 
-1 1:0.0003238943 2:0.0005901524 3:0.5256651 4:0.04024413 5:0.0003726082 6:0.0003565637 7:0.02845796 8:0.01380018 9:0.0001281798 10:0.03372017 11:0.001114539 12:0.02932176 13:0.001514268 14:0.02848469 15:0.01190304 16:0.003869294 17:0.003556681 18:0.07146156 19:0.0005181174 20:0.02660589 21:0.0005877351 22:0.0001275382 23:0.00961366 24:0.001213437 25:0.0002869831 26:0.002133548 27:0.0001320007 28:0.03036835 29:0.02509925 30:0.000984045 31:7.099495e-05 32:0.05109356 33:0.001414615 34:0.0006579613 35:0.0002239454 36:0.004568037 37:0.0008392367 38:0.001000204 39:0.005438714 40:0.01126847 41:0.007378252 42:0.0003434997 43:0.007009313 44:0.007333184 45:0.0009818623 46:0.00159187 47:0.0002751317 48:0.001877336 49:0.003903607 50:0.0001748418 
-1 1:0.01074171 2:1.929993e-07 3:0.03706145 4:0.03087558 5:0.0001143758 6:0.008204639 7:0.1285681 8:0.005101941 9:0.05616091 10:0.02762987 11:0.05404519 12:0.05866093 13:0.0003347103 14:0.08703918 15:0.01801047 16:7.674243e-06 17:1.065271e-08 18:0.003102363 19:4.2148e-09 20:0.0001319289 21:1.532776e-10 22:0.09277544 23:1.396082e-05 24:0.0362623 25:0.007618239 26:1.587127e-06 27:5.843418e-05 28:0.002387313 29:0.0004602492 30:0.002567504 31:0.04585164 32:0.02906166 33:0.002111267 34:0.1544841 35:0.001350287 36:0.006716418 37:0.0007334398 38:0.04010615 39:1.121892e-07 40:7.793254e-06 41:5.153454e-06 42:7.016894e-07 43:6.496395e-06 44:0.0001673821 45:0.000450293 46:0.001235156 47:2.572181e-10 48:9.017524e-07 49:0.02087196 50:0.02890284 
-1 1:8.942676e-05 2:0.0008961663 3:0.000112451 4:0.004285653 5:0.003191703 6:0.2254387 7:2.251359e-05 8:0.01405645 9:0.08224051 10:0.006150745 11:0.0002825694 12:0.008452302 13:9.289084e-05 14:9.299385e-06 15:0.03573263 16:0.009812882 17:0.007111432 18:0.01339932 19:0.0001289166 20:0.01955893 21:0.009599834 22:0.0760187 23:0.002274952 24:0.04712208 25:0.00158611 26:0.002356088 27:7.353583e-05 28:1.943322e-05 29:0.005642176 30:0.0009653232 31:0.01222376 32:0.02002016 33:0.08756849 34:0.004198639 35:0.01369757 36:0.01159698 37:0.005845513 38:0.02145082 39:0.02535423 40:0.001156422 41:3.192741e-05 42:0.00436023 43:0.03695653 44:0.0002395861 45:0.1223285 46:0.0006475953 47:0.02065512 48:0.001230388 49:0.02709291 50:0.006620817