Options: -L 0.3 -M 0.2 -N 500 -V 0 -S 0 -E 20 -H 10 === Classifier model (full training set) === Sigmoid Node 0 Inputs Weights Threshold 1.7711755140875889 Node 2 -0.9320184644688013 Node 3 -1.4108105333053371 Node 4 -0.00270802181387208 Node 5 -1.1490898300012287 Node 6 -1.500970277371397 Node 7 1.8388701098222129 Node 8 -0.6362430584782957 Node 9 1.1465084734235431 Node 10 -1.4279599162671983 Node 11 -1.064463934836283 Sigmoid Node 1 Inputs Weights Threshold -1.727397375270818 Node 2 0.9598658685586555 Node 3 1.4142865609809065 Node 4 0.021187681053464757 Node 5 1.1838695425680077 Node 6 1.437508818771133 Node 7 -1.8620434507800079 Node 8 0.6352849519016297 Node 9 -1.168650980843457 Node 10 1.393752095556144 Node 11 1.0773282555863848 Sigmoid Node 2 Inputs Weights Threshold 0.029618703850608184 Attrib NM_152565 -0.044529465606141384 Attrib NM_004333 0.03916944455072065 Attrib NM_015987 0.01822080061601157 Attrib NM_024604 -0.02892940676487906 Attrib A_24_P358131 0.04860242764565534 Attrib NM_001077706 -0.028104780958604695 Attrib NM_178829 0.0036803521382840422 Attrib ENST00000429990 0.0013992922688840354 Attrib NM_001040196 -0.013438665133798225 Attrib NM_030961 -0.015975143806927734 Attrib NM_033081 -0.04742736840867514 Attrib NM_020188 0.024661285163159637 Attrib ENST00000368681 0.005562697155935105 Attrib NM_013320 -0.04927367559026926 Attrib NM_012318 0.051697958630695054 Attrib THC2775571 0.013578388120871022 Attrib NM_001010877 -0.00252867466695563 Attrib NM_016406 0.022707658245193964 Attrib NM_182972 -0.01914661579613045 Attrib NM_018042 0.010008495882386882 Attrib NM_080865 -0.01883556501261224 Attrib XR_133519 -0.013395442871730997 Attrib ENST00000370094 -0.012138794837297743 Attrib NM_015446 0.03492726116634265 Attrib ENST00000554335 -0.021190214662430807 Attrib NM_003178 -0.014453512852436314 Attrib NM_182923 0.043850971301292056 Attrib NM_001145073 -0.037727439212804054 Attrib XR_132538 -0.03364798343970318 Attrib NM_001001290 -0.014579691031028276 Attrib NM_002947 0.019247145819689344 Attrib NR_036484 0.049673076604197085 Attrib NM_001144978 0.015972781809525417 Attrib NM_178170 0.04125300567834813 Attrib NM_005891 0.014409367753924901 Attrib NM_020996 0.026463024941039495 Attrib NM_181807 0.03234542332013957 Attrib NM_015909 0.02694333978014529 Attrib NR_026642 -0.0059519797513674306 Attrib NM_024574 -0.045083920636477946 Attrib NM_004466 0.006849974889381703 Attrib NR_038378 -0.04649458668715606 Attrib NM_001752 5.642528223529052E-4 Attrib NM_014820 -0.0036058602281354587 Attrib NM_014321 -0.04096466375235585 Attrib NM_002831 0.045950067934582735 Attrib NM_002405 -0.02534095392948644 Attrib NM_001004695 -0.04307101959606958 Attrib NM_174890 0.03628154099237452 Attrib NM_018661 -0.029895610766328573 Attrib AK093639 0.01971043513031914 Attrib BC062748 -0.011886919767175536 Attrib NM_003049 0.004702173208564474 Attrib NM_080860 -0.013892265356686782 Attrib NM_002601 -0.0018095957960845223 Attrib NM_001042702 0.02478889008787053 Attrib XR_132793 0.010032666191898828 Attrib NM_182920 -0.04503624976405318 Attrib NM_014643 0.025279815696007388 Attrib ENST00000345002 -0.018967060881423952 Attrib NM_000089 -0.017350550323283722 Attrib NM_032656 -0.03247698175735003 Attrib NM_198471 -0.007481495731280988 Attrib NM_152358 -0.0352264188669137 Attrib NM_006231 -0.04604459572861689 Attrib A_33_P3266889 0.028407749236003445 Attrib NR_003111 -0.0054604783727649885 Attrib NM_173561 -0.021988815599775217 Attrib NM_017922 0.05204546429249821 Attrib NM_002924 0.006505376934471384 Attrib A_33_P3338788 0.011452412161994227 Attrib NM_017714 0.01799559757528346 Attrib NM_001018053 -0.014053165485833932 Attrib NM_024791 0.02003287348365172 Attrib NM_001160124 -0.015136142810774562 Attrib NM_002006 -0.020199394960404893 Attrib NM_134431 0.0235302937721181 Attrib NM_052876 -0.011278387159362382 Attrib NM_013250 -0.009713804665861997 Attrib NM_016639 0.010221980345788872 Attrib NM_015569 -0.03801849814744071 Attrib NM_022778 0.0017047280792825373 Attrib NM_012151 0.019741006144696698 Attrib AL080137 0.003053383357374813 Attrib NM_001085375 0.051470550681707174 Attrib NM_000788 0.011105087696583292 Attrib NM_018142 -0.01838237364110718 Attrib NM_002489 0.045736791217628116 Attrib NM_017652 0.026585542475625935 Attrib NM_017891 0.002776036291837752 Attrib NR_038221 -0.022094331503663762 Attrib NM_020151 -0.018869471790756258 Attrib NM_213590 0.011670259034820126 Attrib ENST00000432368 -0.027797612891698253 Attrib NM_020212 0.0017378893931729261 Attrib NM_002195 0.03374488437375219 Attrib NM_201446 -0.017987470751940522 Attrib NM_001042758 0.04356938103209875 Attrib NM_175711 -0.007425377364671185 Attrib NM_014483 0.041531261880542174 Attrib NM_005951 -0.030849584387404292 Attrib NM_003404 -0.027176274268526996 Attrib NR_029410 -0.046221600202707984 Attrib NM_145268 0.030208108645334013 Attrib AK124574 0.03780877674476928 Attrib NM_005095 -0.02889062523000594 Attrib NM_004553 0.04446297376340528 Attrib NM_001042440 -0.04779505829297063 Attrib NM_194313 0.03782919530846779 Attrib NM_020638 0.016623284078214333 Attrib NM_017610 0.023927710344722162 Attrib AK123339 0.015597801459775183 Attrib NM_006391 0.03461320689533019 Attrib NM_001159746 0.022579947298181094 Attrib NM_018378 0.004252907512032209 Attrib NR_027086 -0.049678323634960046 Attrib NM_005486 -0.005079098025933321 Attrib NM_001537 -0.017929704721680303 Attrib NM_014209 0.02030345843205569 Attrib NM_014744 0.02963432215274546 Attrib NM_004339 0.008091390779985547 Attrib NM_006771 -0.024505138300859198 Attrib NM_016223 0.026033112723989255 Attrib NM_002487 0.026134984113417307 Attrib NM_001044385 0.050111955896235204 Attrib NM_001451 -0.050197089701855234 Attrib NR_034084 0.032769343130546996 Attrib NM_001145051 0.0021904775778932174 Attrib NM_033550 0.03411666887100789 Attrib THC2621369 0.017684665029644803 Attrib NM_020320 -0.004050721991755676 Attrib NM_014793 -0.008617044201384875 Attrib NM_000602 0.0327981154661735 Attrib NM_130773 0.025668375629587386 Attrib NM_013450 -0.004637820968687819 Attrib A_33_P3301445 0.024281641955267205 Attrib NM_022458 0.0321737453257238 Attrib NM_033380 -0.03406700613117975 Attrib NM_001039029 -0.008071372508622127 Attrib NM_006100 0.03992105347191637 Attrib NM_032530 0.023994071603489892 Attrib NM_001753 -0.04896610396428065 Attrib NM_006123 -0.03463905592576061 Attrib NM_006461 -0.019131809212029567 Attrib NM_000730 0.025314907024884332 Attrib NM_001813 0.028282634667855893 Attrib NM_012286 -0.014820859037914393 Attrib NR_002948 0.03227135328285809 Attrib NM_002751 0.014604195012300208 Attrib NM_006647 0.04018396216841305 Attrib E1A_r60_a107 -0.039733104524902724 Attrib NM_001008536 -0.052089747546976595 Attrib NM_014585 -0.049057199559553386 Attrib NM_018158 -0.002285483176066734 Attrib NM_020701 0.04165316982272416 Attrib A_33_P3225552 -0.001239044515258276 Attrib NR_027402 0.024046474572496087 Attrib NM_001805 -0.013300200592437432 Attrib NM_000190 0.015033532506693793 Attrib NM_004360 0.03997697120140079 Attrib NM_001008493 -0.005556946133800404 Attrib NM_004939 0.030777681348817976 Attrib NM_001170755 -0.013430807373157268 Attrib NM_173854 0.01144142390546091 Attrib NR_028335 0.04571451060140445 Attrib NM_016657 0.031174585632225076 Attrib NM_015884 -0.03538845223625342 Attrib ETG10_236652 0.02073173837884796 Attrib A23747 0.008756198208830966 Attrib A_33_P3362567 0.013407040596299118 Attrib ENST00000409717 0.04206153998527566 Attrib BE782190 0.01364533516687133 Attrib NM_152353 0.007107815299362335 Attrib NM_020732 0.0421520044013022 Attrib NM_000075 2.0533940376662562E-4 Attrib NM_001242 0.02554397532885455 Attrib NM_001098 0.00138344737417687 Attrib NM_005885 0.028420842558309994 Attrib THC2670954 -0.034762830513416464 Attrib NM_177995 -0.013551019137206053 Attrib ENST00000485578 0.02816045777427423 Attrib NM_022820 -0.020102339356320928 Attrib NM_001010873 0.026183160711028688 Attrib NM_000506 -0.03803520851079796 Attrib NM_002407 -0.010394337718448901 Attrib NM_001083112 0.011520236747773438 Attrib NM_020728 0.01004333915817384 Attrib ENST00000492720 0.015494930303464372 Attrib ENST00000382086 0.03975874859325677 Attrib NM_015184 -0.04410565338330204 Attrib NM_032627 0.005298462505669787 Attrib THC2542270 -0.043879109811032 Attrib NM_013241 -0.007744807028204631 Attrib AK021889 -0.022269520935318855 Attrib NM_014056 0.03142388381951303 Attrib NM_001006121 -0.03490681701672703 Attrib NM_005683 0.0014775055363972069 Attrib NM_006227 0.006266614814567669 Attrib NM_001189 -0.01814802411166157 Attrib NM_138333 0.0432106525161436 Attrib NM_001077198 0.01661418588361238 Attrib NM_012452 0.037047247968439626 Attrib ENST00000399211 0.0038291949700678188 Attrib NM_024089 0.0366543662320583 Attrib NM_001129895 0.03938306535941638 Attrib ENST00000555138 -0.0010058334017514715 Attrib NM_004964 -0.03924516980893225 Attrib ENST00000377561 -0.022814345709779468 Attrib NM_201442 -0.02854790087483442 Attrib NM_000179 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NM_018000 0.042865208542097334 Attrib NM_016121 -0.0014560363609086994 Attrib NM_016086 0.025391951081946976 Attrib ENST00000443539 0.043070711680256536 Attrib NM_016828 0.02242664738178995 Attrib NM_032211 -0.04562181788295903 Attrib NR_026966 -0.021000980645279967 Attrib NM_004451 -0.04421457746076073 Attrib NM_172006 0.034879266796553315 Attrib NM_001424 -0.0515492994724112 Attrib ENST00000371365 -0.04110143697059424 Attrib NM_032548 0.03431480687583308 Attrib NM_001135995 -0.03741973367825951 Attrib NM_014207 0.01983726169806509 Attrib NM_002710 -0.01940908598011922 Attrib NM_052965 0.0014202661805972157 Attrib NM_002091 -0.03577046843774952 Attrib ETG02_36680 -0.02564432557070064 Attrib NM_004779 0.006639766222058732 Attrib NM_018944 -0.026119338290944795 Attrib NM_033219 -8.247004854635847E-4 Attrib NM_016029 0.031887451783172316 Attrib NM_001025237 -0.04385970737199812 Attrib ENST00000378416 -0.00548196253573699 Attrib ENST00000376310 0.04925474159247137 Attrib NM_001040667 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Attrib NM_020365 0.048259484365400965 Attrib NM_001079802 0.025452645266553556 Attrib NM_147686 -0.013076866878052875 Attrib NM_001837 0.02987696202667347 Attrib NM_013276 0.028660635826827794 Attrib NM_054108 0.01066005167844087 Attrib NM_032860 -0.012868131414645679 Attrib NM_145036 -0.027970222340351035 Attrib NR_015341 0.018034586806239875 Attrib NM_001080450 0.016537426970473543 Attrib NM_001081551 -0.007513482035850222 Attrib NM_001237 -0.006843518976837049 Attrib NM_003366 -0.04308731580519529 Attrib NM_001004483 -0.032964444459715914 Attrib NM_002912 0.007714426187160639 Attrib NM_021148 -0.037038386817263846 Attrib NM_145699 -0.010482681574931377 Attrib NR_027153 0.022030462296160173 Attrib NM_006430 -0.00456340811470731 Attrib NM_001914 -0.019063833374861686 Attrib NM_001161498 0.03967966874666631 Attrib NM_212554 0.011678555729702916 Attrib NM_015994 -0.04089142139940394 Attrib NM_021023 -0.025776729204079758 Attrib NM_007167 -0.0445657878220508 Attrib NM_002302 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0.03858969565802903 Attrib NM_058241 0.026785394257886404 Attrib NM_000066 -0.006183545471754624 Attrib NM_032413 0.025502318763337188 Attrib NM_018023 0.022539278336885144 Attrib ENST00000542061 -0.03646195961668709 Attrib ENST00000369207 0.039885412674793695 Attrib NM_032169 0.01840819526903189 Attrib ENST00000425471 -0.026317510475335575 Attrib NM_032750 0.030778824329214968 Attrib NM_138702 -0.022900907597142445 Attrib NM_001017373 -0.04179336236136096 Attrib NM_017723 -0.03399106654128212 Attrib NM_001040152 -0.023932581864378768 Attrib AK092082 0.0326770527375133 Attrib NM_030628 -0.02580373209720803 Attrib AK092249 0.025512839371604697 Attrib NM_001860 -0.039575777843229146 Attrib NM_178820 -0.042518632775505334 Attrib NM_054021 0.028888552007535408 Attrib NM_003926 -0.020822287800298687 Attrib NM_017837 0.034904167016647475 Attrib NM_012083 0.030233154256797967 Attrib NM_030630 0.040352784234557126 Attrib NM_174927 0.0400630866528997 Attrib NM_003501 -0.008037343295528524 Attrib A_33_P3346610 -0.03702302534048865 Attrib NM_001001802 -0.026997878154744203 Attrib A_33_P3212316 -0.008701930611162634 Attrib NM_020644 -0.009431264136863097 Attrib NM_173557 -0.012598096721165946 Attrib ENST00000444162 -0.04117294484330483 Attrib ENST00000496907 0.015851550030423087 Attrib NR_023388 0.03602125247313096 Attrib ENST00000378941 0.04443093473085476 Attrib NM_013291 -0.003382884806381236 Attrib NM_032689 0.03965124972353611 Class normal Input Node 0 Class NSCLC Input Node 1 Time taken to build model: 338.71 seconds Time taken to test model on training data: 0.52 seconds === Error on training data === Correctly Classified Instances 35 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.007 Root mean squared error 0.0071 Relative absolute error 1.3925 % Root relative squared error 1.4248 % Total Number of Instances 35 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 normal 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 NSCLC Weighted Avg. 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 === Confusion Matrix === a b <-- classified as 17 0 | a = normal 0 18 | b = NSCLC Time taken to perform cross-validation: 1019.16 seconds === Stratified cross-validation === Correctly Classified Instances 35 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.013 Root mean squared error 0.0197 Relative absolute error 2.5929 % Root relative squared error 3.935 % Total Number of Instances 35 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 normal 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 NSCLC Weighted Avg. 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 === Confusion Matrix === a b <-- classified as 17 0 | a = normal 0 18 | b = NSCLC