AttributeSelectedClassifier: === Attribute Selection on all input data === Search Method: Best first. Start set: no attributes Search direction: forward Stale search after 5 node expansions Total number of subsets evaluated: 339 Merit of best subset found: 0.237 Attribute Subset Evaluator (supervised, Class (nominal): 59 binaryClass): CFS Subset Evaluator Including locally predictive attributes Selected attributes: 2 : 1 instance Header of reduced data: @relation 'molecular-biology-promoters-weka.filters.unsupervised.attribute.Remove-V-R2,59' @attribute instance {1019,1024,1108,1149,1163,1169,1171,1203,1216,1218,1226,1320,1321,1355,1384,1442,1481,19,217,230,244,260,296,313,35,39,413,464,507,521,557,630,648,660,663,668,751,753,780,794,799,802,835,850,867,91,915,918,93,957,987,988,991,ALAS,AMPC,ARABAD,ARAC,AROH,BIOA,BIOB,DEOP1,DEOP2,FOL,GALP2,GLNS,HIS,HISJ,ILVGEDA,LACI,LACP1,LEU1_TRNA,LEXA,LPP,M1RNA,MALEFG,MALK,MALT,PORI-L,PORI-R,RECA,RPLJ,RPOA,RPOB,RRNAB_P1,RRNAB_P2,RRNDEX_P2,RRND_P1,RRNE_P1,RRNG_P1,RRNG_P2,RRNX_P1,S10,SPC,SPOT42,STR,SUBB-E,THR,TNAA,TRP,TRPP2,TRPR,TUFB,TYRT,UVRBP1,UVRBP3,UVRB_P2} @attribute binaryClass {P,N} @data Classifier Model Loss function: Hinge loss (SVM) Squared loss (linear regression) binaryClass = 0.6497 (normalized) instance=1019 + 0.6597 (normalized) instance=1024 + 0.6497 (normalized) instance=1108 + 0.6797 (normalized) instance=1149 + -1.3794 (normalized) instance=1163 + 0.6397 (normalized) instance=1169 + 0.6597 (normalized) instance=1171 + -1.3894 (normalized) instance=1203 + 0.6497 (normalized) instance=1216 + 0.6597 (normalized) instance=1218 + 0.6497 (normalized) instance=1226 + 0.6797 (normalized) instance=1320 + 0.6597 (normalized) instance=1321 + 0.6597 (normalized) instance=1355 + 0.6497 (normalized) instance=1384 + -1.3894 (normalized) instance=1442 + -1.3894 (normalized) instance=1481 + -1.3894 (normalized) instance=19 + 0.6797 (normalized) instance=217 + -1.3794 (normalized) instance=230 + 0.6797 (normalized) instance=244 + 0.6397 (normalized) instance=260 + 0.6797 (normalized) instance=296 + 0.6697 (normalized) instance=313 + 0.6497 (normalized) instance=35 + 0.6797 (normalized) instance=39 + 0.6697 (normalized) instance=413 + 0.6397 (normalized) instance=464 + -1.3794 (normalized) instance=507 + -1.3994 (normalized) instance=521 + 0.6697 (normalized) instance=557 + -1.3994 (normalized) instance=630 + 0.6697 (normalized) instance=648 + -1.3894 (normalized) instance=660 + 0.6597 (normalized) instance=663 + -1.3794 (normalized) instance=668 + 0.6497 (normalized) instance=751 + 0.6797 (normalized) instance=753 + 0.6497 (normalized) instance=780 + 0.6597 (normalized) instance=794 + -1.3894 (normalized) instance=799 + 0.6597 (normalized) instance=802 + 0.6397 (normalized) instance=835 + 0.6497 (normalized) instance=850 + 0.6497 (normalized) instance=867 + 0.6497 (normalized) instance=91 + 0.6497 (normalized) instance=915 + 0.6597 (normalized) instance=918 + -1.3894 (normalized) instance=93 + 0.6797 (normalized) instance=957 + 0.6497 (normalized) instance=987 + 0.6797 (normalized) instance=988 + 0.6597 (normalized) instance=991 + 0.6597 (normalized) instance=ALAS + 0.6697 (normalized) instance=AMPC + 0.6897 (normalized) instance=ARABAD + -1.3894 (normalized) instance=ARAC + 0.6497 (normalized) instance=AROH + -1.3994 (normalized) instance=BIOA + 0.6597 (normalized) instance=BIOB + -1.3994 (normalized) instance=DEOP1 + 0.6697 (normalized) instance=DEOP2 + -1.3994 (normalized) instance=FOL + -1.3894 (normalized) instance=GALP2 + -1.3794 (normalized) instance=GLNS + -1.3894 (normalized) instance=HIS + -1.3794 (normalized) instance=HISJ + -1.3794 (normalized) instance=ILVGEDA + 0.6597 (normalized) instance=LACI + 0.6397 (normalized) instance=LACP1 + 0.6597 (normalized) instance=LEU1_TRNA + -1.3794 (normalized) instance=LEXA + -1.3994 (normalized) instance=LPP + 0.6697 (normalized) instance=M1RNA + -1.3894 (normalized) instance=MALEFG + -1.3794 (normalized) instance=MALK + 0.6397 (normalized) instance=MALT + 0.6797 (normalized) instance=PORI-L + -1.3894 (normalized) instance=PORI-R + 0.6897 (normalized) instance=RECA + 0.6597 (normalized) instance=RPLJ + -1.3794 (normalized) instance=RPOA + -1.3894 (normalized) instance=RPOB + 0.6697 (normalized) instance=RRNAB_P1 + 0.6697 (normalized) instance=RRNAB_P2 + 0.6597 (normalized) instance=RRNDEX_P2 + 0.6597 (normalized) instance=RRND_P1 + 0.6597 (normalized) instance=RRNE_P1 + 0.6697 (normalized) instance=RRNG_P1 + 0.6597 (normalized) instance=RRNG_P2 + 0.6397 (normalized) instance=RRNX_P1 + -1.3894 (normalized) instance=S10 + -1.3894 (normalized) instance=SPC + -1.3794 (normalized) instance=SPOT42 + 0.6797 (normalized) instance=STR + 0.6597 (normalized) instance=SUBB-E + 0.6697 (normalized) instance=THR + 0.6597 (normalized) instance=TNAA + 0.6497 (normalized) instance=TRP + 0.6497 (normalized) instance=TRPP2 + 0.6597 (normalized) instance=TRPR + -1.3794 (normalized) instance=TUFB + 0.6497 (normalized) instance=TYRT + 0.6497 (normalized) instance=UVRBP1 + 0.6397 (normalized) instance=UVRBP3 + -1.3894 (normalized) instance=UVRB_P2 + 0.37