ID Entrant Method Sorted Maxed FnumA MBAUC CAUC dCAUC dEAUC dCEAUC SAUC EAUC CEAUC RAUC DAUC TAUC FnumB MBBAC Dnum DBAC Tnum TBAC 1 321 Reference "SNB(CMA), IID assumption" yes no 122 0.8352±0.0523 0.6385±0.0101 0.9910±0.1531 0.9533±0.0444 0.9600±0.0388 0.5159±0.0570 0.9374±0.0388 0.7203±0.0094 0.5773±0.0173 1.0000±0.0060 1.0000±0.0002 122 0.8024±0.0495 500 0.5000±0.0000 20000 0.5000±0.0000 2 1126 Reference True MB with SVM no no 21 1.0000±0.0000 0.5158±0.0145 0.9905±0.0022 0.9959±0.0014 0.9970±0.0012 0.9924±0.0019 0.8380±0.0533 0.5999±0.0229 0.5133±0.0029 1.0000±0.0060 0.9999±0.0007 21 1.0000±0.0000 56 0.9746±0.0143 1842 0.9923±0.0014 3 1181 "leb, yt" exp1a5-reged yes no 20 0.8564±0.0504 0.5167±0.0101 1.0000±0.1531 0.8819±0.0615 0.8992±0.0546 0.7397±0.0570 0.7861±0.0571 0.5870±0.0094 0.5097±0.0173 1.0000±0.0060 0.9998±0.0008 20 0.8546±0.0493 59 1.0000±0.0000 1871 0.9912±0.0014 4 1038 "leb, yt" exp1a-reged yes no 18 0.8319±0.0523 0.5174±0.0101 0.9935±0.1531 0.8436±0.0660 0.8650±0.0592 0.7398±0.0570 0.7608±0.0574 0.5810±0.0094 0.5084±0.0173 1.0000±0.0060 0.9998±0.0008 18 0.8313±0.0514 59 1.0000±0.0000 1860 0.9909±0.0015 5 1452 Yin-Wen Chang final submission yes yes 16 0.8526±0.0505 1.0000±0.0060 0.9998±0.0009 16 0.8080±0.0530 58 0.9915±0.0084 1842 0.9926±0.0014 6 1354 Yin-Wen Chang exp #09 yes yes 16 0.8085±0.0536 0.5096±0.0101 0.9970±0.1531 0.9207±0.0547 0.9325±0.0481 0.4919±0.0570 0.8402±0.0544 0.5956±0.0094 0.5101±0.0173 1.0000±0.0060 0.9998±0.0009 16 0.8080±0.0530 58 0.9915±0.0084 1842 0.9926±0.0014 7 1341 Yin-Wen Chang exp #08 yes yes 16 0.8526±0.0505 0.4619±0.0070 0.9970±0.1531 0.9970±0.0267 0.9988±0.0232 0.4797±0.0886 0.9833±0.0310 0.5958±0.0254 0.4513±0.0028 1.0000±0.0060 0.9998±0.0009 16 0.8080±0.0530 58 0.9915±0.0084 1842 0.9926±0.0014 8 1431 Yin-Wen Chang exp #08 yes yes 16 0.8526±0.0505 1.0000±0.0060 0.9998±0.0009 16 0.8080±0.0530 58 0.9915±0.0084 1842 0.9926±0.0014 9 559 Reference reference_hpc no no 13 0.8095±0.0530 0.5111±0.0119 0.9945±0.0017 0.9221±0.0500 0.9333±0.0439 0.4935±0.0018 0.7885±0.0566 0.5833±0.0211 0.5082±0.0023 0.9999±0.0062 0.9998±0.0011 13 0.8095±0.0530 0 0.5000±0.0000 0 0.5000±0.0000 10 1491 "leb, yt" final test yes no 15 0.8571±0.0504 1.0000±0.0060 0.9998±0.0010 15 0.8571±0.0493 59 1.0000±0.0000 1889 0.9916±0.0014 11 1180 "leb, yt" exp1a4-reged yes no 15 0.8571±0.0504 0.5192±0.0101 1.0000±0.1531 0.8825±0.0615 0.8997±0.0546 0.7409±0.0570 0.7609±0.0574 0.5824±0.0094 0.5095±0.0173 1.0000±0.0060 0.9998±0.0010 15 0.8571±0.0493 59 1.0000±0.0000 1889 0.9916±0.0014 12 1153 "leb, yt" exp1a3-reged yes no 15 0.8571±0.0504 0.5192±0.0101 1.0000±0.1531 0.8825±0.0615 0.8997±0.0546 0.7409±0.0570 0.7609±0.0574 0.5824±0.0094 0.5095±0.0173 1.0000±0.0060 0.9998±0.0010 15 0.8571±0.0493 59 1.0000±0.0000 1889 0.9916±0.0014 13 371 Reference MB_LR_S yes yes 16 1.0000±0.0166 0.8350±0.0173 0.9960±0.1531 0.9981±0.0267 0.9995±0.0232 0.9861±0.0564 0.9736±0.0311 0.8814±0.0225 0.8986±0.0132 1.0000±0.0061 0.9998±0.0010 16 0.8810±0.0465 60 0.9989±0.0011 1951 0.9911±0.0013 14 1225 Yin-Wen Chang exp #05 yes yes 64 0.8870±0.0523 0.8376±0.0267 0.9965±0.1531 0.9381±0.0547 0.9476±0.0481 0.7254±0.0570 0.9391±0.0446 0.8745±0.0219 0.9028±0.0144 1.0000±0.0060 0.9998±0.0008 32 0.7998±0.0530 58 0.9915±0.0084 1824 0.9892±0.0017 15 1244 Yin-Wen Chang exp #05 yes yes 64 0.8870±0.0523 0.8376±0.0267 0.9965±0.1531 0.9381±0.0547 0.9476±0.0481 0.7254±0.0570 0.9391±0.0446 0.8745±0.0219 0.9028±0.0144 1.0000±0.0060 0.9998±0.0008 32 0.7998±0.0530 58 0.9915±0.0084 1824 0.9892±0.0017 16 1209 Yin-Wen Chang exp #05 yes yes 64 0.8870±0.0523 0.8376±0.0267 0.9965±0.1531 0.9381±0.0547 0.9476±0.0481 0.7254±0.0570 0.9391±0.0446 0.8745±0.0219 0.9028±0.0144 0.9998±0.0008 32 0.7998±0.0530 1824 0.9892±0.0017 17 1039 "leb, yt" exp1a2-reged yes no 18 0.8559±0.0504 0.5173±0.0101 0.9935±0.1531 0.8823±0.0615 0.8986±0.0546 0.7393±0.0570 0.7875±0.0570 0.5879±0.0094 0.5084±0.0173 1.0000±0.0060 0.9998±0.0010 18 0.8556±0.0493 59 1.0000±0.0000 1857 0.9901±0.0015 18 1373 Gavin Cawley final models yes yes 128 0.9410±0.0356 0.4902±0.0220 0.9985±0.1531 0.9867±0.0270 0.9900±0.0236 0.8063±0.1007 0.9457±0.0312 0.6080±0.0271 0.4626±0.0052 0.9999±0.0062 0.9997±0.0012 128 0.8967±0.0324 56 0.9746±0.0143 1764 0.9739±0.0026 19 879 Prof. Denzil Dexter REGED 001 yes yes 128 0.9410±0.0356 0.4902±0.0220 0.9985±0.1531 0.9867±0.0270 0.9900±0.0236 0.8063±0.1007 0.9457±0.0312 0.6080±0.0271 0.4626±0.0052 0.9999±0.0062 0.9997±0.0012 128 0.8967±0.0324 56 0.9746±0.0143 1764 0.9739±0.0026 20 878 Prof. Denzil Dexter reged0 test yes yes 128 0.9410±0.0356 0.4902±0.0220 0.9985±0.1531 0.9867±0.0270 0.9900±0.0236 0.8063±0.1007 0.9457±0.0312 0.6080±0.0271 0.4626±0.0052 0.9999±0.0062 0.9997±0.0012 128 0.8967±0.0324 56 0.9746±0.0143 1764 0.9739±0.0026 21 667 Prof. Denzil Dexter reged test 2 yes no 78 0.8987±0.0448 0.5316±0.0101 0.9925±0.1531 0.9152±0.0547 0.9271±0.0481 0.8164±0.1007 0.8261±0.0545 0.6089±0.0094 0.5118±0.0172 0.9999±0.0062 0.9997±0.0012 78 0.8736±0.0430 56 0.9746±0.0143 1764 0.9739±0.0026 22 1268 Yin-Wen Chang exp #07 yes yes 32 0.8036±0.0536 0.5817±0.0101 0.9965±0.1531 0.9167±0.0547 0.9289±0.0481 0.4839±0.0570 0.8620±0.0521 0.6569±0.0094 0.5203±0.0173 1.0000±0.0060 0.9997±0.0010 32 0.7998±0.0530 58 0.9915±0.0084 1824 0.9892±0.0017 23 1267 Yin-Wen Chang exp #07 yes yes 32 0.8036±0.0536 0.5817±0.0101 0.9965±0.1531 0.9167±0.0547 0.9289±0.0481 0.4839±0.0570 0.8620±0.0521 0.6569±0.0094 0.5203±0.0173 1.0000±0.0060 0.9997±0.0010 32 0.7998±0.0530 58 0.9915±0.0084 1824 0.9892±0.0017 24 1197 Jianxin Yin_Prof. Zhi Geng's Gr. rec_mmllgg_05 no no 13 0.7852±0.0540 0.5111±0.0119 0.9945±0.0017 0.8441±0.0640 0.8657±0.0571 0.5773±0.0761 0.7348±0.0573 0.5694±0.0197 0.5082±0.0023 1.0000±0.0060 0.9997±0.0011 13 0.7852±0.0540 500 0.5000±0.0000 20000 0.5000±0.0000 25 744 Prof. Denzil Dexter Final #015 yes no 26 0.8070±0.0536 0.5045±0.0101 0.9980±0.1531 0.9205±0.0547 0.9325±0.0481 0.4869±0.0570 0.8655±0.0520 0.5982±0.0094 0.5046±0.0173 1.0000±0.0060 0.9997±0.0009 26 0.8029±0.0530 54 0.9576±0.0181 1745 0.9691±0.0028 26 1188 Prof. Denzil Dexter reged001 part027 yes no 26 0.8070±0.0536 0.5045±0.0101 0.9980±0.1531 0.9205±0.0547 0.9325±0.0481 0.4869±0.0570 0.8654±0.0520 0.5982±0.0094 0.5046±0.0173 1.0000±0.0060 0.9997±0.0009 26 0.8029±0.0530 54 0.9576±0.0181 1745 0.9691±0.0028 27 1318 Jianxin Yin_Prof. Zhi Geng's Gr. test #500 no no 15 0.8571±0.0493 0.5100±0.0119 0.9935±0.0018 0.9600±0.0370 0.9662±0.0322 0.5763±0.0761 0.8143±0.0553 0.5892±0.0217 0.5095±0.0024 1.0000±0.0060 0.9997±0.0010 15 0.8571±0.0493 500 0.5000±0.0000 20000 0.5000±0.0000 28 1321 Jianxin Yin_Prof. Zhi Geng's Gr. test #500 no no 15 0.8571±0.0493 0.5100±0.0119 0.9935±0.0018 0.9600±0.0370 0.9662±0.0322 0.5763±0.0761 0.8143±0.0553 0.5892±0.0217 0.5095±0.0024 1.0000±0.0060 0.9997±0.0010 15 0.8571±0.0493 500 0.5000±0.0000 20000 0.5000±0.0000 29 1386 Jianxin Yin_Prof. Zhi Geng's Gr. test # 1000 no no 15 0.8571±0.0493 0.5100±0.0119 0.9935±0.0018 0.9600±0.0370 0.9662±0.0322 0.5763±0.0761 0.8143±0.0553 0.5892±0.0217 0.5095±0.0024 1.0000±0.0060 0.9997±0.0010 15 0.8571±0.0493 500 0.5000±0.0000 20000 0.5000±0.0000 30 1459 Jianxin Yin_Prof. Zhi Geng's Gr. final submit no no 15 0.8571±0.0493 1.0000±0.0060 0.9997±0.0010 15 0.8571±0.0493 500 0.5000±0.0000 20000 0.5000±0.0000 31 1474 Jianxin Yin_Prof. Zhi Geng's Gr. final submission no no 15 0.8571±0.0493 1.0000±0.0060 0.9997±0.0010 15 0.8571±0.0493 500 0.5000±0.0000 20000 0.5000±0.0000 32 1475 Jianxin Yin_Prof. Zhi Geng's Gr. final submission no no 15 0.8571±0.0493 1.0000±0.0060 0.9997±0.0010 15 0.8571±0.0493 500 0.5000±0.0000 20000 0.5000±0.0000 33 1484 H. Jair Escalante DRF-LM-MB-PSMS Final Run 1 yes yes 256 0.8103±0.0536 0.9999±0.0062 0.9997±0.0010 256 0.6853±0.0534 61 0.9977±0.0016 2040 0.9919±0.0009 34 358 H. Jair Escalante Naive LM all yes yes 16 0.8778±0.0536 0.8412±0.0130 0.9945±0.1531 0.9465±0.0547 0.9545±0.0481 0.6762±0.0570 0.9235±0.0488 0.8732±0.0128 0.9164±0.0124 1.0000±0.0061 0.9997±0.0009 16 0.8080±0.0530 60 0.9989±0.0011 2016 0.9925±0.0009 35 332 H. Jair Escalante naive_lm yes yes 16 0.8778±0.0536 0.8412±0.0130 0.9945±0.1531 0.9465±0.0547 0.9545±0.0481 0.6762±0.0570 0.9235±0.0488 0.8732±0.0128 0.9164±0.0124 1.0000±0.0061 0.9997±0.0009 16 0.8080±0.0530 60 0.9989±0.0011 2016 0.9925±0.0009 36 1485 H. Jair Escalante DRF-LM-PSMS Final Run 2 yes yes 32 0.8778±0.0536 1.0000±0.0061 0.9996±0.0010 32 0.7998±0.0530 60 0.9989±0.0011 2013 0.9923±0.0010 37 585 Prof. Denzil Dexter Final #009 yes no 28 0.8065±0.0536 0.5035±0.0101 0.9985±0.1531 0.9200±0.0547 0.9321±0.0481 0.4859±0.0570 0.8651±0.0520 0.5974±0.0094 0.4970±0.0172 1.0000±0.0060 0.9996±0.0012 28 0.8019±0.0530 57 0.9831±0.0118 1867 0.9871±0.0017 38 663 Prof. Denzil Dexter Experiment #015 yes no 28 0.8065±0.0536 0.5035±0.0101 0.9985±0.1531 0.9200±0.0547 0.9321±0.0481 0.4859±0.0570 0.8651±0.0520 0.5974±0.0094 0.4970±0.0172 1.0000±0.0060 0.9996±0.0012 28 0.8019±0.0530 57 0.9831±0.0118 1867 0.9871±0.0017 39 171 Borisov Alexander ACE+GBT yes yes 512 0.6969±0.0510 0.3403±0.0104 0.9107±0.1532 0.9149±0.0276 0.9158±0.0243 0.1485±0.0566 0.8728±0.0318 0.4734±0.0201 0.2524±0.0026 0.9998±0.0063 0.9996±0.0009 512 0.6031±0.0499 62 0.9966±0.0020 1914 0.9897±0.0015 40 78 Borisov Alexander RFE+GBT yes yes 512 0.6969±0.0510 0.3403±0.0104 0.9107±0.1532 0.9149±0.0276 0.9158±0.0243 0.1485±0.0566 0.8728±0.0318 0.4734±0.0201 0.2524±0.0026 0.9998±0.0063 0.9996±0.0009 512 0.6031±0.0499 62 0.9966±0.0020 1914 0.9897±0.0015 41 87 Borisov Alexander RFE+GBT yes yes 512 0.6969±0.0510 0.3403±0.0104 0.9107±0.1532 0.9149±0.0276 0.9158±0.0243 0.1485±0.0566 0.8728±0.0318 0.4734±0.0201 0.2524±0.0026 0.9998±0.0063 0.9996±0.0009 512 0.6031±0.0499 62 0.9966±0.0020 1914 0.9897±0.0015 42 755 Alexey Polovinkin FS yes yes 256 0.8011±0.0185 0.4343±0.0174 0.7011±0.1533 0.9270±0.0276 0.8980±0.0394 0.5520±0.0570 0.8843±0.0491 0.5489±0.0215 0.2366±0.0037 1.0000±0.0060 0.9996±0.0010 64 0.6618±0.0531 60 0.9989±0.0011 1949 0.9849±0.0018 43 1308 H. Jair Escalante DRF_LM_MB_not_local yes yes 32 0.8114±0.0536 0.5909±0.0290 0.9955±0.1531 0.8877±0.0547 0.9037±0.0482 0.5735±0.0570 0.8426±0.0488 0.6590±0.0269 0.5484±0.0149 0.9997±0.0102 0.9996±0.0010 32 0.7998±0.0530 58 0.9915±0.0084 1966 0.9912±0.0012 44 697 H. Jair Escalante DfRF-MB-LM-10-10 yes yes 32 0.8114±0.0536 0.5909±0.0290 0.9955±0.1531 0.8877±0.0547 0.9037±0.0482 0.5735±0.0570 0.8426±0.0488 0.6590±0.0269 0.5484±0.0149 0.9997±0.0102 0.9996±0.0010 32 0.7998±0.0530 58 0.9915±0.0084 1966 0.9912±0.0012 45 1186 Vladimir Nikulin vn11d no no 150 0.8368±0.0432 0.5103±0.0251 0.9258±0.0056 0.8526±0.0503 0.8637±0.0442 0.7598±0.0964 0.7186±0.0569 0.5646±0.0258 0.5106±0.0134 1.0000±0.0060 0.9995±0.0012 150 0.8368±0.0432 114 0.9376±0.0079 5404 0.9019±0.0015 46 451 H. Jair Escalante MB_LM yes yes 32 0.9021±0.0448 0.5274±0.0287 0.9880±0.1531 0.8872±0.0547 0.9022±0.0481 0.8897±0.0569 0.7317±0.0571 0.5812±0.0238 0.5207±0.0155 0.9999±0.0063 0.9995±0.0011 64 0.8807±0.0430 60 0.9989±0.0011 2028 0.9898±0.0012 47 1313 Jianxin Yin_Prof. Zhi Geng's Gr. test # 300 no no 11 0.7619±0.0545 0.5122±0.0119 0.9955±0.0015 0.8451±0.0640 0.8667±0.0571 0.4945±0.0017 0.7358±0.0573 0.5705±0.0197 0.5070±0.0021 1.0000±0.0060 0.9995±0.0012 11 0.7619±0.0545 500 0.5000±0.0000 20000 0.5000±0.0000 48 1199 Jianxin Yin_Prof. Zhi Geng's Gr. test #100 no no 11 0.7619±0.0545 0.5122±0.0119 0.9955±0.0015 0.8451±0.0640 0.8667±0.0571 0.4945±0.0017 0.7358±0.0573 0.5705±0.0197 0.5070±0.0021 1.0000±0.0060 0.9995±0.0012 11 0.7619±0.0545 500 0.5000±0.0000 20000 0.5000±0.0000 49 1198 Jianxin Yin_Prof. Zhi Geng's Gr. rec_mmllgg_05 no no 11 0.7619±0.0545 0.5122±0.0119 0.9955±0.0015 0.8451±0.0640 0.8667±0.0571 0.4945±0.0017 0.7358±0.0573 0.5705±0.0197 0.5070±0.0021 1.0000±0.0060 0.9995±0.0012 11 0.7619±0.0545 500 0.5000±0.0000 20000 0.5000±0.0000 50 1266 Yin-Wen Chang exp #06 yes yes 16 0.7355±0.0185 0.5276±0.0101 0.9965±0.1531 0.8039±0.0685 0.8310±0.0622 0.4919±0.0570 0.7601±0.0574 0.5887±0.0094 0.5101±0.0173 1.0000±0.0061 0.9995±0.0012 16 0.7350±0.0545 56 0.9746±0.0143 1800 0.9789±0.0023 51 102 Prof. Denzil Dexter Experiment #005 yes no 13 0.7611±0.0546 0.5111±0.0101 0.9940±0.1531 0.8445±0.0660 0.8659±0.0592 0.4935±0.0570 0.7885±0.0570 0.5833±0.0094 0.5082±0.0173 1.0000±0.0060 0.9995±0.0012 13 0.7609±0.0545 57 0.9831±0.0118 1890 0.9865±0.0017 52 86 Prof. Denzil Dexter Experiment #005 (interim) yes no 13 0.7611±0.0546 0.5111±0.0101 0.9940±0.1531 0.8445±0.0660 0.8659±0.0592 0.4935±0.0570 0.7885±0.0570 0.5833±0.0094 0.5082±0.0173 1.0000±0.0060 0.9995±0.0012 13 0.7609±0.0545 57 0.9831±0.0118 1890 0.9865±0.0017 53 758 H. Jair Escalante DRF_LM_64_kridge_only_LM yes yes 16 0.8109±0.0536 0.5921±0.0290 0.9960±0.1531 0.8857±0.0547 0.9020±0.0482 0.5760±0.0570 0.8415±0.0488 0.6596±0.0277 0.5459±0.0149 1.0000±0.0061 0.9995±0.0012 16 0.7593±0.0545 60 0.9989±0.0011 2001 0.9909±0.0012 54 1310 H. Jair Escalante DRF_LM_256_kridge_only_LM_nobayes yes yes 16 0.8109±0.0536 0.5921±0.0290 0.9960±0.1531 0.8857±0.0547 0.9020±0.0482 0.5760±0.0570 0.8415±0.0488 0.6596±0.0277 0.5459±0.0149 1.0000±0.0061 0.9995±0.0012 16 0.7593±0.0545 60 0.9989±0.0011 2001 0.9909±0.0012 55 1014 Jianxin Yin_Prof. Zhi Geng's Gr. llmmjn no no 18 0.8556±0.0493 0.5174±0.0144 0.9920±0.0020 0.8806±0.0584 0.8970±0.0517 0.7424±0.1021 0.7591±0.0573 0.5806±0.0211 0.5114±0.0027 1.0000±0.0060 0.9994±0.0013 18 0.8556±0.0493 56 0.9746±0.0143 1760 0.9696±0.0028 56 1013 Jianxin Yin_Prof. Zhi Geng's Gr. llmmjn no no 18 0.8556±0.0493 0.5174±0.0144 0.9920±0.0020 0.8806±0.0584 0.8970±0.0517 0.7424±0.1021 0.7591±0.0573 0.5806±0.0211 0.5114±0.0027 1.0000±0.0060 0.9994±0.0013 18 0.8556±0.0493 56 0.9746±0.0143 1760 0.9696±0.0028 57 82 Prof. Denzil Dexter reged test yes no 31 0.8057±0.0536 0.5020±0.0101 0.9975±0.1531 0.9196±0.0547 0.9316±0.0481 0.4844±0.0570 0.8649±0.0520 0.5961±0.0094 0.5018±0.0173 1.0000±0.0060 0.9993±0.0013 31 0.8003±0.0530 57 0.9831±0.0118 1859 0.9829±0.0020 58 258 Prof. Denzil Dexter Experiment #003 yes no 31 0.8057±0.0536 0.5020±0.0101 0.9975±0.1531 0.9196±0.0547 0.9316±0.0481 0.4844±0.0570 0.8649±0.0520 0.5961±0.0094 0.5018±0.0173 1.0000±0.0060 0.9993±0.0013 31 0.8003±0.0530 57 0.9831±0.0118 1859 0.9829±0.0020 59 89 Prof. Denzil Dexter Experiment #003 yes no 31 0.8057±0.0536 0.5020±0.0101 0.9975±0.1531 0.9196±0.0547 0.9316±0.0481 0.4844±0.0570 0.8649±0.0520 0.5961±0.0094 0.5018±0.0173 1.0000±0.0060 0.9993±0.0013 31 0.8003±0.0530 57 0.9831±0.0118 1859 0.9829±0.0020 60 653 Yin-Wen Chang exp #02-d yes no 62 0.8218±0.0523 0.5949±0.0101 0.9965±0.1531 0.9143±0.0547 0.9269±0.0481 0.5519±0.0570 0.8847±0.0488 0.6730±0.0094 0.5393±0.0173 1.0000±0.0060 0.9993±0.0015 62 0.8088±0.0516 59 1.0000±0.0000 1848 0.9823±0.0021 61 655 Yin-Wen Chang exp #03-d yes no 62 0.8218±0.0523 0.5949±0.0101 0.9965±0.1531 0.9143±0.0547 0.9269±0.0481 0.5519±0.0570 0.8847±0.0488 0.6730±0.0094 0.5393±0.0173 1.0000±0.0060 0.9993±0.0015 62 0.8088±0.0516 59 1.0000±0.0000 1848 0.9823±0.0021 62 370 Reference MB_NB_S yes yes 16 1.0000±0.0166 0.8350±0.0173 0.9960±0.1531 0.9981±0.0267 0.9995±0.0232 0.9861±0.0564 0.9736±0.0311 0.8814±0.0225 0.8986±0.0132 0.9997±0.0062 0.9992±0.0010 16 0.8810±0.0465 61 0.9977±0.0016 2132 0.9905±0.0008 63 1 Reference MB and NB yes yes 16 1.0000±0.0166 0.8350±0.0173 0.9960±0.1531 0.9981±0.0267 0.9995±0.0232 0.9861±0.0564 0.9736±0.0311 0.8814±0.0225 0.8986±0.0132 0.9997±0.0062 0.9992±0.0010 16 0.8810±0.0465 61 0.9977±0.0016 2132 0.9905±0.0008 64 315 C.Grozea 1b no no 999 1.0000±0.0060 0.9992±0.0014 999 59 1.0000±0.0000 1784 0.9725±0.0026 65 1343 C.Grozea mixed yes no 999 0.8334±0.0452 0.4510±0.0180 0.9975±0.1531 0.9668±0.0274 0.9726±0.0240 0.4785±0.0568 0.8939±0.0491 0.5643±0.0208 0.4481±0.0022 0.9999±0.0063 0.9991±0.0015 999 0.5000±0.0000 56 0.9746±0.0143 1792 0.9776±0.0024 66 1222 Jianxin Yin_Prof. Zhi Geng's Gr. mb_predml no no 13 0.7122±0.0540 0.5021±0.0086 0.7440±0.1768 0.8052±0.0675 0.7980±0.0633 0.4935±0.0018 0.7348±0.0573 0.5625±0.0190 0.5082±0.0023 1.0000±0.0060 0.9991±0.0014 13 0.7122±0.0540 500 0.5000±0.0000 20000 0.5000±0.0000 67 1182 Vladimir Nikulin vn11 no no 200 0.8355±0.0387 0.5017±0.0270 0.9007±0.0063 0.8272±0.0504 0.8383±0.0443 0.8185±0.0763 0.6930±0.0570 0.5513±0.0266 0.5092±0.0152 1.0000±0.0060 0.9989±0.0015 200 0.8355±0.0387 102 0.9512±0.0071 5400 0.9023±0.0015 68 1208 Vladimir Nikulin vn12e no no 400 0.7576±0.0330 0.5394±0.0335 0.8004±0.0078 0.7648±0.0378 0.7705±0.0331 0.7178±0.0765 0.6178±0.0559 0.5610±0.0294 0.5334±0.0186 1.0000±0.0060 0.9989±0.0016 400 0.7576±0.0330 50 0.9237±0.0234 994 0.7682±0.0058 69 1340 Vladimir Nikulin vn14 no no 400 0.7576±0.0330 0.5394±0.0335 0.8004±0.0078 0.7648±0.0378 0.7705±0.0331 0.7178±0.0765 0.6178±0.0559 0.5610±0.0294 0.5334±0.0186 1.0000±0.0060 0.9989±0.0016 400 0.7576±0.0330 50 0.9237±0.0234 994 0.7682±0.0058 70 2 Reference US and NB yes yes 16 0.8806±0.0524 0.8404±0.0173 0.9950±0.1531 0.9372±0.0547 0.9465±0.0481 0.7056±0.0570 0.9349±0.0446 0.8755±0.0231 0.8984±0.0132 0.9997±0.0062 0.9988±0.0014 16 0.7837±0.0540 61 0.9977±0.0016 2078 0.9831±0.0017 71 373 Reference S2N_NB_S yes yes 16 0.8806±0.0524 0.8404±0.0173 0.9950±0.1531 0.9372±0.0547 0.9465±0.0481 0.7056±0.0570 0.9349±0.0446 0.8755±0.0231 0.8984±0.0132 0.9997±0.0062 0.9988±0.0014 16 0.7837±0.0540 61 0.9977±0.0016 2078 0.9831±0.0017 72 374 Reference GS_LR_S yes yes 16 0.9031±0.0505 0.5503±0.0335 0.9960±0.1531 0.9093±0.0615 0.9225±0.0546 0.8429±0.0886 0.6803±0.0574 0.5856±0.0247 0.5332±0.0189 0.9998±0.0065 0.9988±0.0012 32 0.8485±0.0493 59 1.0000±0.0000 2014 0.9875±0.0014 73 1184 Vladimir Nikulin vn11b no no 400 0.7576±0.0330 0.5574±0.0335 0.8004±0.0078 0.7648±0.0378 0.7705±0.0331 0.7178±0.0765 0.6178±0.0559 0.5749±0.0293 0.5304±0.0187 1.0000±0.0060 0.9988±0.0016 400 0.7576±0.0330 59 1.0000±0.0000 2346 0.9814±0.0013 74 1445 Yin-Wen Chang exp #11 yes yes 128 0.6900±0.0538 1.0000±0.0060 0.9987±0.0014 32 0.7268±0.0545 55 0.9661±0.0164 1740 0.9609±0.0031 75 46 Prof. Denzil Dexter test no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9985±0.0019 999 0.5000±0.0000 337 0.6848±0.0115 13432 0.6810±0.0018 76 619 Jianxin Yin_Prof. Zhi Geng's Gr. newm no no 16 0.7350±0.0545 0.5095±0.0119 0.7425±0.1768 0.8426±0.0640 0.8303±0.0609 0.4919±0.0020 0.7869±0.0566 0.5817±0.0211 0.5101±0.0025 0.9992±0.0069 0.9984±0.0014 16 0.7350±0.0545 50 0.9237±0.0234 1637 0.9274±0.0041 77 550 Prof. Denzil Dexter Final #001 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13712 0.6733±0.0018 78 557 Prof. Denzil Dexter Experiment #014 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13712 0.6733±0.0018 79 535 Prof. Denzil Dexter Final #005 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13712 0.6733±0.0018 80 666 Prof. Denzil Dexter reged test no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 59 1.0000±0.0000 1588 0.9231±0.0042 81 338 Prof. Denzil Dexter Experiment #006 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 82 341 Prof. Denzil Dexter Experiment #012 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 83 385 Prof. Denzil Dexter Experiment #013 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 84 390 Prof. Denzil Dexter Experiment #011 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 85 325 Prof. Denzil Dexter Experiment #008 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 86 324 Prof. Denzil Dexter Experiment #009 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 87 323 Prof. Denzil Dexter Experiment #010 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 88 95 Prof. Denzil Dexter Experiment #001 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 89 259 Prof. Denzil Dexter Experiment #006 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 90 288 Prof. Denzil Dexter Experiment #009 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 91 274 Prof. Denzil Dexter Experiment #008 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 92 166 Prof. Denzil Dexter Experiment #001 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0017 999 0.5000±0.0000 340 0.6814±0.0114 13690 0.6739±0.0018 93 167 Prof. Denzil Dexter Experiment #002 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0018 999 0.5000±0.0000 335 0.6871±0.0115 13648 0.6750±0.0018 94 337 Prof. Denzil Dexter Experiment #007 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0018 999 0.5000±0.0000 335 0.6871±0.0115 13648 0.6750±0.0018 95 133 Prof. Denzil Dexter Experiment #002 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0018 999 0.5000±0.0000 335 0.6871±0.0115 13648 0.6750±0.0018 96 260 Prof. Denzil Dexter Experiment #007 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9983±0.0018 999 0.5000±0.0000 335 0.6871±0.0115 13648 0.6750±0.0018 97 48 shaf exp4 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9973±0.0019 999 0.5000±0.0000 500 0.5000±0.0000 20000 0.5000±0.0000 98 427 Vladimir Nikulin vn2b no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9971±0.0018 999 0.5000±0.0000 59 1.0000±0.0000 884 0.7385±0.0058 99 103 shaf exp10 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9967±0.0018 999 0.5000±0.0000 55 0.9661±0.0164 496 0.6338±0.0051 100 660 Yin-Wen Chang exp #01-d no no 999 1.0000±0.0060 0.9965±0.0022 999 55 0.9661±0.0164 1367 0.8656±0.0051 101 122 shaf exp13 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9964±0.0020 999 0.5000±0.0000 58 0.9915±0.0084 1098 0.7957±0.0057 102 439 Arnold #8 no no 999 0.9963±0.0010 999 1847 0.9963±0.0010 103 440 MichaelXLZ REGED0 no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.9963±0.0010 16 0.8080±0.0530 59 1.0000±0.0000 1847 0.9963±0.0010 104 425 Vladimir Nikulin vn2 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9962±0.0021 999 0.5000±0.0000 59 1.0000±0.0000 1291 0.8472±0.0054 105 949 experiment 6 no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.9961±0.0010 16 0.8080±0.0530 59 1.0000±0.0000 1842 0.9961±0.0010 106 950 experiment 7 no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.9961±0.0010 16 0.8080±0.0530 59 1.0000±0.0000 1842 0.9961±0.0010 107 426 Vladimir Nikulin exp2a no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9960±0.0022 999 0.5000±0.0000 59 1.0000±0.0000 1118 0.8014±0.0057 108 611 Yin-Wen Chang exp #03 dec no no 999 1.0000±0.0060 0.9960±0.0020 999 59 1.0000±0.0000 1660 0.9325±0.0039 109 946 experiment 4 no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.9956±0.0011 16 0.8080±0.0530 59 1.0000±0.0000 1839 0.9956±0.0011 110 626 MichaelXLZ REGED #2 no no 30 0.8252±0.0515 0.5291±0.0183 0.9860±0.0026 0.9134±0.0501 0.9247±0.0439 0.5687±0.0761 0.8603±0.0506 0.6158±0.0244 0.5160±0.0041 1.0000±0.0000 0.9956±0.0011 30 0.8252±0.0515 59 1.0000±0.0000 1841 0.9956±0.0011 111 627 MichaelXLZ REGED #3 no no 30 0.8252±0.0515 0.5291±0.0183 0.9860±0.0026 0.9134±0.0501 0.9247±0.0439 0.5687±0.0761 0.8603±0.0506 0.6158±0.0244 0.5160±0.0041 1.0000±0.0000 0.9956±0.0011 30 0.8252±0.0515 59 1.0000±0.0000 1841 0.9956±0.0011 112 1131 Jinzhu Jia TEST6 no no 14 0.7847±0.0540 0.5106±0.0119 0.9940±0.0017 0.8826±0.0584 0.8990±0.0516 0.4930±0.0019 0.8148±0.0553 0.5897±0.0217 0.5089±0.0024 1.0000±0.0000 0.9955±0.0009 14 0.7847±0.0540 59 1.0000±0.0000 1897 0.9955±0.0009 113 1185 Vladimir Nikulin vn11c no no 500 0.7065±0.0330 0.5403±0.0332 0.7503±0.0079 0.7141±0.0378 0.7197±0.0332 0.6674±0.0765 0.5668±0.0559 0.5484±0.0290 0.5365±0.0193 1.0000±0.0060 0.9955±0.0021 500 0.7065±0.0330 58 0.9915±0.0084 1339 0.8598±0.0052 114 1487 Jinzhu Jia Final no no 14 0.7847±0.0540 1.0000±0.0000 0.9954±0.0010 14 0.7847±0.0540 59 1.0000±0.0000 1880 0.9954±0.0010 115 1396 Jinzhu Jia SVM2 no no 14 0.7847±0.0540 1.0000±0.0000 0.9954±0.0010 14 0.7847±0.0540 59 1.0000±0.0000 1880 0.9954±0.0010 116 1486 Jinzhu Jia SVM no no 14 0.7847±0.0540 1.0000±0.0000 0.9954±0.0010 14 0.7847±0.0540 59 1.0000±0.0000 1880 0.9954±0.0010 117 1099 Vladimir Nikulin vn8 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9954±0.0019 999 0.5000±0.0000 2 0.5169±0.0118 49 0.5132±0.0019 118 467 Jianxin Yin_Prof. Zhi Geng's Gr. lin no no 13 0.7609±0.0545 0.5111±0.0119 0.7440±0.1768 0.8831±0.0584 0.8657±0.0571 0.4935±0.0018 0.7885±0.0566 0.5833±0.0211 0.5082±0.0023 0.9974±0.0074 0.9953±0.0019 13 0.7609±0.0545 51 0.9226±0.0234 1746 0.9450±0.0036 119 784 Jianxin Yin_Prof. Zhi Geng's Gr. lin+rpc+filter no no 13 0.7609±0.0545 0.5111±0.0119 0.7440±0.1768 0.8831±0.0584 0.8657±0.0571 0.4935±0.0018 0.7885±0.0566 0.5833±0.0211 0.5082±0.0023 0.9974±0.0074 0.9953±0.0019 13 0.7609±0.0545 51 0.9226±0.0234 1746 0.9450±0.0036 120 396 Jianxin Yin_Prof. Zhi Geng's Gr. linreg no no 13 0.7609±0.0545 0.5111±0.0119 0.7440±0.1768 0.8831±0.0584 0.8657±0.0571 0.4935±0.0018 0.7885±0.0566 0.5833±0.0211 0.5082±0.0023 0.9953±0.0019 13 0.7609±0.0545 1746 0.9450±0.0036 121 413 Jianxin Yin_Prof. Zhi Geng's Gr. linpred no no 13 0.7609±0.0545 0.5111±0.0119 0.7440±0.1768 0.8831±0.0584 0.8657±0.0571 0.4935±0.0018 0.7885±0.0566 0.5833±0.0211 0.5082±0.0023 0.9974±0.0074 0.9953±0.0019 13 0.7609±0.0545 51 0.9226±0.0234 1746 0.9450±0.0036 122 808 Jianxin Yin_Prof. Zhi Geng's Gr. lin.glm.kcl.rpc.filter #1 no no 13 0.7609±0.0545 0.5111±0.0119 0.7440±0.1768 0.8831±0.0584 0.8657±0.0571 0.4935±0.0018 0.7885±0.0566 0.5833±0.0211 0.5082±0.0023 0.9974±0.0074 0.9953±0.0019 13 0.7609±0.0545 51 0.9226±0.0234 1746 0.9450±0.0036 123 811 experiment e#1 no no 999 0.9953±0.0011 999 1841 0.9953±0.0011 124 812 experiment e#2 no no 21 0.8298±0.0515 0.5249±0.0165 0.9905±0.0022 0.9180±0.0501 0.9293±0.0439 0.5733±0.0761 0.8380±0.0533 0.6068±0.0234 0.5133±0.0029 0.9953±0.0011 21 0.8298±0.0515 1841 0.9953±0.0011 125 1128 Jinzhu Jia test3 no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9952±0.0010 17 0.7832±0.0540 59 1.0000±0.0000 1898 0.9952±0.0010 126 623 Yin-Wen Chang exp #00-d no no 999 1.0000±0.0060 0.9950±0.0022 999 0 0.5000±0.0000 0 0.5000±0.0000 127 948 Alexey Polovinkin FS yes yes 512 0.8011±0.0185 0.4343±0.0174 0.7011±0.1533 0.9270±0.0276 0.8980±0.0394 0.5520±0.0570 0.8843±0.0491 0.5489±0.0215 0.2366±0.0037 0.9950±0.0009 512 0.7247±0.0246 1927 0.9950±0.0009 128 877 Alexey Polovinkin FS yes yes 512 0.8011±0.0185 0.4343±0.0174 0.7011±0.1533 0.9270±0.0276 0.8980±0.0394 0.5520±0.0570 0.8843±0.0491 0.5489±0.0215 0.2366±0.0037 0.9950±0.0009 512 0.7247±0.0246 1927 0.9950±0.0009 129 881 Alexey Polovinkin FS yes yes 512 0.8011±0.0185 0.4343±0.0174 0.7011±0.1533 0.9270±0.0276 0.8980±0.0394 0.5520±0.0570 0.8843±0.0491 0.5489±0.0215 0.2366±0.0037 0.9950±0.0009 512 0.7247±0.0246 1927 0.9950±0.0009 130 869 Alexey Polovinkin FS yes yes 512 0.8011±0.0185 0.4343±0.0174 0.7011±0.1533 0.9270±0.0276 0.8980±0.0394 0.5520±0.0570 0.8843±0.0491 0.5489±0.0215 0.2366±0.0037 0.9950±0.0009 512 0.7247±0.0246 1927 0.9950±0.0009 131 624 MichaelXLZ REGED #1 no no 999 0.9950±0.0011 999 1842 0.9950±0.0011 132 1132 Jinzhu Jia TEST7 no no 15 0.7842±0.0540 0.5190±0.0144 0.9935±0.0018 0.8821±0.0584 0.8985±0.0516 0.4924±0.0019 0.8143±0.0553 0.5962±0.0223 0.5095±0.0024 1.0000±0.0000 0.9949±0.0010 15 0.7842±0.0540 59 1.0000±0.0000 1897 0.9949±0.0010 133 1114 Jinzhu Jia TEST2 no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9949±0.0010 17 0.7832±0.0540 59 1.0000±0.0000 1899 0.9949±0.0010 134 213 Jinzhu Jia Emp no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9949±0.0010 17 0.7832±0.0540 59 1.0000±0.0000 1899 0.9949±0.0010 135 283 Jinzhu Jia C no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9949±0.0010 17 0.7832±0.0540 59 1.0000±0.0000 1899 0.9949±0.0010 136 917 Jinzhu Jia TEST3 no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9949±0.0010 17 0.7832±0.0540 59 1.0000±0.0000 1899 0.9949±0.0010 137 834 Jinzhu Jia TEST no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9949±0.0010 17 0.7832±0.0540 59 1.0000±0.0000 1899 0.9949±0.0010 138 1034 Jinzhu Jia TEST4 no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9949±0.0010 17 0.7832±0.0540 59 1.0000±0.0000 1899 0.9949±0.0010 139 1036 Jinzhu Jia TEST5 no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9949±0.0010 17 0.7832±0.0540 59 1.0000±0.0000 1899 0.9949±0.0010 140 1040 Jinzhu Jia Test6 no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9949±0.0010 17 0.7832±0.0540 59 1.0000±0.0000 1899 0.9949±0.0010 141 835 Jinzhu Jia TEST2 no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9949±0.0010 17 0.7832±0.0540 59 1.0000±0.0000 1899 0.9949±0.0010 142 679 Yin-Wen Chang exp #04 no no 999 1.0000±0.0060 0.9948±0.0022 999 59 1.0000±0.0000 1615 0.9167±0.0043 143 947 experiment 5 no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.9947±0.0012 16 0.8080±0.0530 59 1.0000±0.0000 1839 0.9947±0.0012 144 1379 Jinzhu Jia svm no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9947±0.0010 17 0.7832±0.0540 59 1.0000±0.0000 1904 0.9947±0.0010 145 736 Prof. Denzil Dexter Final #013 yes no 56 0.6955±0.0185 0.5062±0.0101 0.7352±0.1531 0.7897±0.0686 0.7834±0.0641 0.4718±0.0570 0.8004±0.0562 0.5827±0.0094 0.4904±0.0172 0.9995±0.0103 0.9947±0.0020 56 0.6903±0.0541 56 0.9746±0.0143 1873 0.9495±0.0034 146 1097 Jinzhu Jia TEST1 no no 19 0.8065±0.0530 0.5259±0.0165 0.9915±0.0021 0.9190±0.0501 0.9303±0.0439 0.4904±0.0022 0.8390±0.0533 0.6079±0.0234 0.5120±0.0027 0.9915±0.0084 0.9945±0.0011 19 0.8065±0.0530 58 0.9915±0.0084 1879 0.9945±0.0011 147 1098 Jinzhu Jia TEST1 no no 18 0.8070±0.0530 0.5265±0.0165 0.9920±0.0020 0.9195±0.0501 0.9308±0.0439 0.4909±0.0021 0.8396±0.0533 0.6084±0.0234 0.5114±0.0027 0.9915±0.0084 0.9945±0.0011 18 0.8070±0.0530 58 0.9915±0.0084 1879 0.9945±0.0011 148 1005 Arnold test #2 no no 16 0.7837±0.0540 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.5758±0.0761 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.9945±0.0012 16 0.7837±0.0540 59 1.0000±0.0000 1837 0.9945±0.0012 149 1008 Arnold test #2+ no no 16 0.7837±0.0540 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.5758±0.0761 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.9945±0.0012 16 0.7837±0.0540 59 1.0000±0.0000 1837 0.9945±0.0012 150 1130 Jinzhu Jia TEST5 no no 13 0.7852±0.0540 0.5111±0.0119 0.9945±0.0017 0.8831±0.0584 0.8995±0.0516 0.4935±0.0018 0.7885±0.0566 0.5833±0.0211 0.5082±0.0023 0.9915±0.0084 0.9944±0.0011 13 0.7852±0.0540 58 0.9915±0.0084 1893 0.9944±0.0011 151 1129 Jinzhu Jia TEST4 no no 12 0.7857±0.0540 0.5116±0.0119 0.9950±0.0016 0.8836±0.0584 0.9000±0.0516 0.4940±0.0017 0.7621±0.0573 0.5769±0.0204 0.5076±0.0022 0.9915±0.0084 0.9943±0.0011 12 0.7857±0.0540 58 0.9915±0.0084 1897 0.9943±0.0011 152 699 ching-wei wang c no no 999 0.9941±0.0012 999 1839 0.9941±0.0012 153 599 ching-wei wang 15 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 154 488 ching-wei wang attSelect no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 155 491 ching-wei wang reged no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 156 495 ching-wei wang t15 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 157 455 ching-wei wang 10 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 158 454 ching-wei wang t14 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 159 395 ching-wei wang test8 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 160 417 ching-wei wang test11 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 161 498 ching-wei wang t15 correct no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 162 414 ching-wei wang test9+sido no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 163 419 ching-wei wang test11 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 164 1240 ching-wei wang c no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 165 415 ching-wei wang test10 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 166 430 ching-wei wang test12 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 167 392 ching-wei wang test7 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 168 448 ching-wei wang t13 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 169 393 ching-wei wang test7_1 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 170 394 ching-wei wang test7_11 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 171 401 ching-wei wang test9 no no 999 1.0000±0.0000 0.9938±0.0013 999 59 1.0000±0.0000 1842 0.9938±0.0013 172 441 Arnold #9 no no 999 0.9937±0.0013 999 1834 0.9937±0.0013 173 442 MichaelXLZ REGED0 no no 30 0.8252±0.0515 0.5291±0.0183 0.9860±0.0026 0.9134±0.0501 0.9247±0.0439 0.5687±0.0761 0.8603±0.0506 0.6158±0.0244 0.5160±0.0041 1.0000±0.0000 0.9937±0.0013 30 0.8252±0.0515 59 1.0000±0.0000 1834 0.9937±0.0013 174 1338 Ernest Mwebaze & John Quinn init31 yes yes 14 0.8091±0.0536 0.5107±0.0101 0.9975±0.1531 0.9211±0.0547 0.9329±0.0481 0.4930±0.0570 0.7876±0.0570 0.5828±0.0094 0.5089±0.0173 0.9933±0.0014 14 0.8090±0.0530 0 1703 0.9568±0.0033 175 1389 Ernest Mwebaze & John Quinn init34 yes yes 14 0.8088±0.0536 0.9933±0.0014 14 0.8090±0.0530 0 1703 0.9568±0.0033 176 1388 Ernest Mwebaze & John Quinn init33 yes yes 14 0.8088±0.0536 0.9933±0.0014 14 0.8090±0.0530 0 1703 0.9568±0.0033 177 1334 Ernest Mwebaze & John Quinn init30 yes no 14 0.8091±0.0536 0.5107±0.0101 0.9975±0.1531 0.9211±0.0547 0.9329±0.0481 0.4930±0.0570 0.7876±0.0570 0.5828±0.0094 0.5089±0.0173 0.9998±0.0062 0.9933±0.0014 14 0.8090±0.0530 55 0.9661±0.0164 1703 0.9568±0.0033 178 1351 Ernest Mwebaze & John Quinn init32 yes yes 14 0.8091±0.0536 0.5107±0.0101 0.9975±0.1531 0.9211±0.0547 0.9329±0.0481 0.4930±0.0570 0.7876±0.0570 0.5828±0.0094 0.5089±0.0173 0.9933±0.0014 14 0.8090±0.0530 0 1703 0.9568±0.0033 179 1444 Ernest Mwebaze & John Quinn submission yes yes 14 0.8088±0.0536 0.9998±0.0062 0.9933±0.0014 14 0.8090±0.0530 55 0.9661±0.0164 1703 0.9568±0.0033 180 1437 Ernest Mwebaze & John Quinn init39 yes yes 14 0.8088±0.0536 0.9933±0.0014 14 0.8090±0.0530 0 1703 0.9568±0.0033 181 1087 JJM exp 1 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.9996±0.0067 0.9932±0.0022 999 0.5000±0.0000 55 0.9661±0.0164 1668 0.9263±0.0041 182 1088 JJM exp 1 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.9996±0.0067 0.9932±0.0022 999 0.5000±0.0000 55 0.9661±0.0164 1668 0.9263±0.0041 183 868 Alexey Polovinkin FS no no 999 0.9931±0.0011 999 1930 0.9931±0.0011 184 742 Alexey Polovinkin mb+corr yes no 64 0.8215±0.0523 0.5941±0.0101 0.9965±0.1531 0.9142±0.0547 0.9268±0.0481 0.5510±0.0570 0.8845±0.0488 0.6723±0.0094 0.5406±0.0173 0.9931±0.0007 64 0.8078±0.0516 2061 0.9931±0.0007 185 77 TheCauseFighter MB_Kcomb1 no no 24 0.9012±0.0429 0.5143±0.0145 0.9890±0.0023 0.9165±0.0501 0.9277±0.0439 0.8233±0.0963 0.7828±0.0567 0.5843±0.0218 0.5122±0.0038 1.0000±0.0060 0.9931±0.0017 24 0.9012±0.0429 59 1.0000±0.0000 1757 0.9613±0.0031 186 730 Alexey Polovinkin MB estimation yes no 32 0.8036±0.0536 0.5817±0.0101 0.9965±0.1531 0.9167±0.0547 0.9289±0.0481 0.4839±0.0570 0.8620±0.0521 0.6569±0.0094 0.5203±0.0173 0.9929±0.0006 32 0.7998±0.0530 2088 0.9929±0.0006 187 1042 wu zhili temp 3 yes no 17 0.8084±0.0536 0.5358±0.0101 0.9975±0.1531 0.9207±0.0547 0.9325±0.0481 0.4914±0.0570 0.7868±0.0570 0.6020±0.0094 0.5108±0.0173 0.9904±0.0085 0.9929±0.0011 17 0.8075±0.0530 59 0.9904±0.0085 1961 0.9929±0.0011 188 741 Alexey Polovinkin MB estimation yes no 32 0.8036±0.0536 0.5817±0.0101 0.9965±0.1531 0.9167±0.0547 0.9289±0.0481 0.4839±0.0570 0.8620±0.0521 0.6569±0.0094 0.5203±0.0173 0.9926±0.0006 32 0.7998±0.0530 2089 0.9926±0.0006 189 14 Reference svm_quad_corrected yes no 700 0.8870±0.0523 0.8376±0.0267 0.9965±0.1531 0.9381±0.0547 0.9476±0.0481 0.7254±0.0570 0.9391±0.0446 0.8745±0.0219 0.8829±0.0144 0.9926±0.0025 700 0.6529±0.0074 978 0.7621±0.0058 190 726 Alexey Polovinkin MB estimation yes yes 32 0.8870±0.0523 0.8376±0.0267 0.9965±0.1531 0.9381±0.0547 0.9476±0.0481 0.7254±0.0570 0.9391±0.0446 0.8745±0.0219 0.9028±0.0144 0.9926±0.0006 32 0.7998±0.0530 2091 0.9926±0.0006 191 725 Alexey Polovinkin MB estimation yes yes 32 0.8870±0.0523 0.8376±0.0267 0.9965±0.1531 0.9381±0.0547 0.9476±0.0481 0.7254±0.0570 0.9391±0.0446 0.8745±0.0219 0.9028±0.0144 0.9926±0.0006 32 0.7998±0.0530 2091 0.9926±0.0006 192 942 experiment 2 no no 11 0.7619±0.0545 0.5032±0.0086 0.7450±0.1768 0.8841±0.0584 0.8667±0.0571 0.4945±0.0017 0.7626±0.0573 0.5705±0.0197 0.5070±0.0021 1.0000±0.0000 0.9924±0.0014 11 0.7619±0.0545 59 1.0000±0.0000 1839 0.9924±0.0014 193 68 shaf exp5 no no 856 0.4758±0.0432 0.5310±0.0190 0.3212±0.1769 0.4556±0.0587 0.4373±0.0574 0.5720±0.0056 0.4388±0.0508 0.5081±0.0198 0.4094±0.0069 1.0000±0.0060 0.9921±0.0027 856 0.4758±0.0432 500 0.5000±0.0000 20000 0.5000±0.0000 194 1183 Vladimir Nikulin vn11a no no 300 0.7844±0.0389 0.5025±0.0309 0.8506±0.0072 0.7765±0.0506 0.7875±0.0445 0.7681±0.0764 0.6420±0.0571 0.5388±0.0284 0.5122±0.0175 1.0000±0.0060 0.9920±0.0024 300 0.7844±0.0389 18 0.6525±0.0300 416 0.6123±0.0048 195 1482 C.Grozea mixed yes no 8 0.6905±0.0185 0.9963±0.0075 0.9920±0.0020 8 0.6905±0.0530 61 0.9593±0.0166 1969 0.9537±0.0032 196 1432 C.Grozea mb yes no 8 0.6905±0.0185 0.9963±0.0075 0.9920±0.0020 8 0.6905±0.0530 61 0.9593±0.0166 1969 0.9537±0.0032 197 941 experiment 1 no no 11 0.7619±0.0545 0.5032±0.0086 0.7450±0.1768 0.8841±0.0584 0.8667±0.0571 0.4945±0.0017 0.7626±0.0573 0.5705±0.0197 0.5070±0.0021 1.0000±0.0000 0.9919±0.0014 11 0.7619±0.0545 59 1.0000±0.0000 1833 0.9919±0.0014 198 1392 Jinzhu Jia REG no no 14 0.7847±0.0540 1.0000±0.0000 0.9918±0.0012 14 0.7847±0.0540 59 1.0000±0.0000 1947 0.9918±0.0012 199 490 ching-wei wang sv rgf logi no no 999 0.9915±0.0084 0.9917±0.0010 999 58 0.9915±0.0084 2013 0.9917±0.0010 200 459 Valente O.F.S.14 no no 14 0.7604±0.0545 0.5106±0.0119 0.9940±0.0017 0.8436±0.0640 0.8651±0.0571 0.4930±0.0019 0.7879±0.0566 0.5828±0.0211 0.5089±0.0024 1.0000±0.0000 0.9907±0.0011 14 0.7604±0.0545 59 1.0000±0.0000 2109 0.9897±0.0010 201 135 shaf exp15a no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9906±0.0029 999 0.5000±0.0000 59 1.0000±0.0000 223 0.5602±0.0038 202 731 Alexey Polovinkin MB estimation yes no 64 0.8215±0.0523 0.5941±0.0101 0.9965±0.1531 0.9142±0.0547 0.9268±0.0481 0.5510±0.0570 0.8845±0.0488 0.6723±0.0094 0.5406±0.0173 0.9906±0.0010 64 0.8078±0.0516 2064 0.9906±0.0010 203 211 Jinzhu Jia "elastic net, ridge regression" no no 17 0.7832±0.0540 0.5270±0.0165 0.9925±0.0019 0.8811±0.0584 0.8975±0.0517 0.4914±0.0021 0.8132±0.0553 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9901±0.0014 17 0.7832±0.0540 59 1.0000±0.0000 1909 0.9901±0.0014 204 489 ching-wei wang reged0 sv no no 999 0.9746±0.0143 0.9900±0.0016 999 56 0.9746±0.0143 1838 0.9900±0.0016 205 111 nmag expt5 no no 999 1.0000±0.0000 0.9900±0.0016 999 59 1.0000±0.0000 1829 0.9900±0.0016 206 1002 Valente ofs24_2 no no 999 0.9898±0.0014 999 1922 0.9898±0.0014 207 20 D'yakonov Alexander G. Decision trees no no 133 0.7725±0.0517 0.5373±0.0268 0.9343±0.0053 0.9002±0.0373 0.9062±0.0326 0.4330±0.0054 0.8345±0.0471 0.6155±0.0274 0.5270±0.0117 0.9999±0.0063 0.9896±0.0018 133 0.7725±0.0517 500 0.5000±0.0000 20000 0.5000±0.0000 208 1356 J.G.Castellano C-RPDAG no no 7 0.6667±0.0514 0.4963±0.0014 0.4965±0.0013 0.7692±0.0691 0.7333±0.0644 0.4965±0.0013 0.6842±0.0553 0.5449±0.0162 0.5044±0.0017 1.0000±0.0000 0.9896±0.0016 7 0.6667±0.0514 59 1.0000±0.0000 1842 0.9896±0.0016 209 1469 J.G.Castellano C-RPDAG no no 999 1.0000±0.0000 0.9896±0.0016 999 59 1.0000±0.0000 1842 0.9896±0.0016 210 1299 J.G.Castellano C-RPDAG no no 7 0.6667±0.0514 0.4963±0.0014 0.4965±0.0013 0.7692±0.0691 0.7333±0.0644 0.4965±0.0013 0.6842±0.0553 0.5449±0.0162 0.5044±0.0017 1.0000±0.0000 0.9896±0.0016 7 0.6667±0.0514 59 1.0000±0.0000 1842 0.9896±0.0016 211 1330 J.G.Castellano C-RPDAG no no 7 0.6667±0.0514 0.4963±0.0014 0.4965±0.0013 0.7692±0.0691 0.7333±0.0644 0.4965±0.0013 0.6842±0.0553 0.5449±0.0162 0.5044±0.0017 0.9896±0.0016 7 0.6667±0.0514 1842 0.9896±0.0016 212 1241 J.G.Castellano C-RPDAG no no 999 1.0000±0.0000 0.9896±0.0016 999 59 1.0000±0.0000 1842 0.9896±0.0016 213 1242 J.G.Castellano C-RPDAG no no 7 0.6667±0.0514 0.4963±0.0014 0.4965±0.0013 0.7692±0.0691 0.7333±0.0644 0.4965±0.0013 0.6842±0.0553 0.5449±0.0162 0.5044±0.0017 1.0000±0.0000 0.9896±0.0016 7 0.6667±0.0514 59 1.0000±0.0000 1842 0.9896±0.0016 214 560 Valente ofs_20_m50_9 no no 9 0.6900±0.0530 0.5132±0.0119 0.9965±0.0013 0.7292±0.0691 0.7662±0.0644 0.4955±0.0015 0.6564±0.0533 0.5507±0.0172 0.5027±0.0030 1.0000±0.0000 0.9895±0.0014 9 0.6900±0.0530 59 1.0000±0.0000 1932 0.9895±0.0014 215 438 Arnold #7 no no 999 0.9894±0.0016 999 1827 0.9894±0.0016 216 12 Reference svm_lin1 no no 999 0.9887±0.0025 999 979 0.7630±0.0058 217 1031 Valente ofs20_15 no no 999 0.9882±0.0016 999 1913 0.9882±0.0016 218 367 H. Jair Escalante DRF_LM_FT_psms yes yes 999 0.5584±0.0486 0.6058±0.0306 0.3310±0.1533 0.5974±0.0617 0.5618±0.0627 0.5482±0.0570 0.5512±0.0490 0.5949±0.0265 0.5558±0.0183 1.0000±0.0060 0.9878±0.0028 999 0.5000±0.0000 59 1.0000±0.0000 1884 0.9296±0.0039 219 452 H. Jair Escalante Naive_LM+psms yes yes 999 0.5584±0.0486 0.6058±0.0306 0.3310±0.1533 0.5974±0.0617 0.5618±0.0627 0.5482±0.0570 0.5512±0.0490 0.5949±0.0265 0.5558±0.0183 1.0000±0.0060 0.9878±0.0028 999 0.5000±0.0000 59 1.0000±0.0000 1884 0.9296±0.0039 220 499 Valente O.F.S.14_m_50_2 no no 11 0.7133±0.0540 0.5122±0.0119 0.9955±0.0015 0.7672±0.0691 0.7990±0.0632 0.4945±0.0017 0.7358±0.0573 0.5705±0.0197 0.5070±0.0021 1.0000±0.0000 0.9873±0.0017 11 0.7133±0.0540 59 1.0000±0.0000 1972 0.9869±0.0016 221 1298 J.G.Castellano C-RPDAG no no 6 0.6429±0.0493 0.4968±0.0013 0.4970±0.0012 0.7308±0.0691 0.7000±0.0632 0.4970±0.0012 0.6579±0.0533 0.5385±0.0151 0.5038±0.0015 1.0000±0.0000 0.9865±0.0018 6 0.6429±0.0493 59 1.0000±0.0000 1847 0.9865±0.0018 222 1243 J.G.Castellano C-RPDAG no no 6 0.6429±0.0493 0.4968±0.0013 0.4970±0.0012 0.7308±0.0691 0.7000±0.0632 0.4970±0.0012 0.6579±0.0533 0.5385±0.0151 0.5038±0.0015 1.0000±0.0000 0.9865±0.0018 6 0.6429±0.0493 59 1.0000±0.0000 1847 0.9865±0.0018 223 418 a MB and LR no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.9862±0.0018 16 0.8080±0.0530 59 1.0000±0.0000 1890 0.9862±0.0018 224 944 experiment 3 no no 13 0.7366±0.0545 0.5111±0.0119 0.9945±0.0017 0.7662±0.0691 0.7980±0.0633 0.5773±0.0761 0.6811±0.0553 0.5555±0.0181 0.5082±0.0023 1.0000±0.0000 0.9855±0.0019 13 0.7366±0.0545 59 1.0000±0.0000 1829 0.9855±0.0019 225 790 Valente test no no 999 0.9840±0.0018 999 1958 0.9840±0.0018 226 507 Valente ofs_test no no 11 0.7133±0.0540 0.5122±0.0119 0.9955±0.0015 0.7672±0.0691 0.7990±0.0632 0.4945±0.0017 0.7358±0.0573 0.5705±0.0197 0.5070±0.0021 1.0000±0.0000 0.9839±0.0017 11 0.7133±0.0540 59 1.0000±0.0000 1996 0.9839±0.0017 227 11 Reference poly svm 2 no no 999 0.9836±0.0031 999 826 0.7190±0.0058 228 631 Valente ofs_20_m50_15 no no 15 0.7599±0.0545 0.5010±0.0086 0.7430±0.1768 0.8821±0.0584 0.8646±0.0571 0.4924±0.0019 0.8143±0.0553 0.5822±0.0211 0.5065±0.0033 1.0000±0.0000 0.9832±0.0020 15 0.7599±0.0545 59 1.0000±0.0000 1879 0.9832±0.0020 229 1049 wu zhili temp 6 yes no 73 0.8758±0.0449 0.6235±0.0101 0.9564±0.1531 0.8908±0.0548 0.9010±0.0483 0.8019±0.1007 0.7832±0.0562 0.6687±0.0094 0.5433±0.0173 1.0000±0.0000 0.9830±0.0020 73 0.8761±0.0430 59 1.0000±0.0000 1897 0.9830±0.0020 230 47 shaf exp3 no no 73 0.5113±0.0323 0.5062±0.0186 0.4634±0.0041 0.5020±0.0372 0.4967±0.0325 0.5471±0.0762 0.4896±0.0260 0.5021±0.0157 0.4830±0.0113 1.0000±0.0060 0.9827±0.0031 73 0.5113±0.0323 500 0.5000±0.0000 20000 0.5000±0.0000 231 737 Prof. Denzil Dexter Final #018 no no 899 0.4052±0.0495 0.5172±0.0171 0.2996±0.1768 0.3559±0.0676 0.3478±0.0634 0.5504±0.0048 0.4169±0.0507 0.4917±0.0187 0.5060±0.0120 1.0000±0.0060 0.9826±0.0031 899 0.4052±0.0495 500 0.5000±0.0000 20000 0.5000±0.0000 232 1237 ching-wei wang dis no no 999 1.0000±0.0000 0.9824±0.0021 999 59 1.0000±0.0000 1792 0.9824±0.0021 233 1236 ching-wei wang dis no no 999 1.0000±0.0000 0.9824±0.0021 999 59 1.0000±0.0000 1792 0.9824±0.0021 234 580 Yin-Wen Chang exp #02 yes no 62 0.8218±0.0523 0.5949±0.0101 0.9965±0.1531 0.9143±0.0547 0.9269±0.0481 0.5519±0.0570 0.8847±0.0488 0.6730±0.0094 0.5393±0.0173 1.0000±0.0000 0.9823±0.0021 62 0.8088±0.0516 59 1.0000±0.0000 1848 0.9823±0.0021 235 579 Yin-Wen Chang exp #02 no no 999 1.0000±0.0000 0.9823±0.0021 999 59 1.0000±0.0000 1848 0.9823±0.0021 236 335 shaf exp18a no no 844 0.4333±0.0496 0.5194±0.0219 0.3272±0.1769 0.3838±0.0677 0.3757±0.0635 0.5780±0.0058 0.4450±0.0508 0.5007±0.0213 0.5224±0.0149 1.0000±0.0060 0.9821±0.0032 844 0.4333±0.0496 59 1.0000±0.0000 1126 0.7904±0.0057 237 1051 wu zhili temp 7 yes no 73 0.8758±0.0449 0.6235±0.0101 0.9564±0.1531 0.8908±0.0548 0.9010±0.0483 0.8019±0.1007 0.7832±0.0562 0.6687±0.0094 0.5433±0.0173 1.0000±0.0000 0.9820±0.0012 73 0.8761±0.0430 59 1.0000±0.0000 2367 0.9820±0.0012 238 123 shaf exp13a no no 899 0.4052±0.0495 0.5172±0.0171 0.2996±0.1768 0.3559±0.0676 0.3478±0.0634 0.5504±0.0048 0.4169±0.0507 0.4917±0.0187 0.5060±0.0120 1.0000±0.0060 0.9816±0.0032 899 0.4052±0.0495 59 1.0000±0.0000 1298 0.8247±0.0055 239 156 Vladimir Nikulin vn1 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9811±0.0029 999 0.5000±0.0000 59 1.0000±0.0000 205 0.5553±0.0036 240 364 ching-wei wang test3 no no 999 0.9811±0.0022 999 1806 0.9811±0.0022 241 732 Alexey Polovinkin MB yes no 16 0.7355±0.0185 0.5276±0.0101 0.9965±0.1531 0.8039±0.0685 0.8310±0.0622 0.4919±0.0570 0.7601±0.0574 0.5887±0.0094 0.5101±0.0173 0.9810±0.0011 16 0.7350±0.0545 2436 0.9810±0.0011 242 1468 J.G.Castellano C-RPDAG no no 119 0.7553±0.0532 1.0000±0.0000 0.9802±0.0022 119 0.7553±0.0532 59 1.0000±0.0000 1816 0.9802±0.0022 243 634 Valente ofs_20_m50_9_e500_correct no no 9 0.6900±0.0530 0.5132±0.0119 0.9965±0.0013 0.7292±0.0691 0.7662±0.0644 0.4955±0.0015 0.6564±0.0533 0.5507±0.0172 0.5027±0.0030 1.0000±0.0000 0.9801±0.0022 9 0.6900±0.0530 59 1.0000±0.0000 1853 0.9801±0.0022 244 334 shaf exp18 no no 873 0.4185±0.0496 0.5310±0.0173 0.3127±0.1769 0.3691±0.0677 0.3610±0.0635 0.5634±0.0053 0.4302±0.0508 0.5058±0.0189 0.5106±0.0134 1.0000±0.0060 0.9800±0.0034 873 0.4185±0.0496 59 1.0000±0.0000 1109 0.7832±0.0058 245 701 ching-wei wang c no no 999 0.9799±0.0023 999 1784 0.9799±0.0023 246 538 Valente ofs_17 no no 17 0.8075±0.0530 0.5090±0.0120 0.9925±0.0019 0.9200±0.0500 0.9313±0.0439 0.4914±0.0021 0.8669±0.0505 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9796±0.0022 17 0.8075±0.0530 59 1.0000±0.0000 1849 0.9796±0.0022 247 51 HA-Jen RISC Extension no no 42 0.7704±0.0541 0.5047±0.0147 0.9799±0.0031 0.8684±0.0585 0.8848±0.0517 0.4789±0.0032 0.8273±0.0534 0.5884±0.0230 0.5055±0.0072 1.0000±0.0000 0.9786±0.0022 42 0.7704±0.0541 59 1.0000±0.0000 1874 0.9786±0.0022 248 212 Jinzhu Jia Emp no no 21 0.7811±0.0540 0.5519±0.0211 0.9905±0.0022 0.8790±0.0585 0.8954±0.0517 0.4894±0.0023 0.8112±0.0554 0.6207±0.0243 0.5133±0.0029 0.9819±0.0118 0.9785±0.0023 21 0.7811±0.0540 58 0.9819±0.0118 1856 0.9785±0.0023 249 172 shaf exp16 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9779±0.0032 999 0.5000±0.0000 32 0.7712±0.0324 84 0.5227±0.0024 250 107 nmag expt1 no no 999 1.0000±0.0000 0.9779±0.0023 999 59 1.0000±0.0000 1836 0.9779±0.0023 251 391 ching-wei wang test6 no no 999 1.0000±0.0000 0.9772±0.0024 999 59 1.0000±0.0000 1773 0.9772±0.0024 252 618 Alexey Polovinkin FS yes no 32 0.8282±0.0523 0.5547±0.0101 0.9965±0.1531 0.9562±0.0444 0.9632±0.0388 0.4839±0.0570 0.9422±0.0388 0.6568±0.0094 0.5203±0.0173 0.9766±0.0024 32 0.8241±0.0515 1818 0.9766±0.0024 253 617 Alexey Polovinkin FS yes no 32 0.8282±0.0523 0.5547±0.0101 0.9965±0.1531 0.9562±0.0444 0.9632±0.0388 0.4839±0.0570 0.9422±0.0388 0.6568±0.0094 0.5203±0.0173 0.9766±0.0024 32 0.8241±0.0515 1818 0.9766±0.0024 254 366 ching-wei wang test5 no no 999 1.0000±0.0000 0.9759±0.0025 999 59 1.0000±0.0000 1788 0.9759±0.0025 255 1238 ching-wei wang c no no 999 0.9756±0.0025 999 1790 0.9756±0.0025 256 633 Valente ofs_20_m50_9_e500 no no 20 0.8059±0.0530 0.5074±0.0120 0.9910±0.0021 0.9185±0.0501 0.9298±0.0439 0.4899±0.0022 0.8385±0.0533 0.5934±0.0223 0.5036±0.0048 1.0000±0.0000 0.9755±0.0022 20 0.8059±0.0530 59 1.0000±0.0000 1996 0.9755±0.0022 257 336 shaf exp18b no no 658 0.4068±0.0550 0.5463±0.0294 0.4205±0.1769 0.4001±0.0695 0.4025±0.0648 0.4202±0.1023 0.4594±0.0571 0.5252±0.0270 0.5311±0.0188 1.0000±0.0060 0.9754±0.0033 658 0.4068±0.0550 59 1.0000±0.0000 1070 0.7741±0.0058 258 791 Valente test2 no no 999 0.9729±0.0025 999 1897 0.9729±0.0025 259 1043 FS FS no no 6 0.5456±0.0320 0.5148±0.0118 0.7475±0.1768 0.5359±0.0370 0.5646±0.0439 0.4970±0.0012 0.5238±0.0256 0.5176±0.0109 0.5008±0.0028 0.9717±0.0182 0.9723±0.0034 6 0.5456±0.0320 156 0.8708±0.0154 6539 0.8575±0.0024 260 84 Prof. Denzil Dexter Experiment004 (partial) yes no 2 0.5476±0.0185 0.4989±0.0101 0.4990±0.1533 0.5769±0.0278 0.5667±0.0245 0.4990±0.0570 0.5526±0.0200 0.5128±0.0094 0.5013±0.0173 0.9768±0.0149 0.9720±0.0034 2 0.5476±0.0320 41 0.8090±0.0316 1389 0.8367±0.0054 261 96 Prof. Denzil Dexter Experiment #004 yes no 2 0.5476±0.0185 0.4989±0.0101 0.4990±0.1533 0.5769±0.0278 0.5667±0.0245 0.4990±0.0570 0.5526±0.0200 0.5128±0.0094 0.5013±0.0173 0.9768±0.0149 0.9720±0.0034 2 0.5476±0.0320 41 0.8090±0.0316 1389 0.8367±0.0054 262 1029 Valente ofs20_15 no no 999 0.9709±0.0026 999 1852 0.9709±0.0026 263 865 Alexey Polovinkin FS no no 999 0.9708±0.0019 999 2449 0.9708±0.0019 264 437 Arnold #6 no no 999 0.9707±0.0027 999 1782 0.9707±0.0027 265 553 Alexey Polovinkin MB estimation yes yes 999 0.6094±0.0528 0.4488±0.0139 0.5637±0.1531 0.5481±0.0689 0.5504±0.0644 0.7521±0.0887 0.4889±0.0575 0.4576±0.0171 0.4931±0.0191 0.9684±0.0028 999 0.5000±0.0000 1781 0.9684±0.0028 266 829 Alexey Polovinkin FS yes yes 1 0.8011±0.0185 0.4343±0.0174 0.7011±0.1533 0.9270±0.0276 0.8980±0.0394 0.5520±0.0570 0.8843±0.0491 0.5489±0.0215 0.2366±0.0037 0.9676±0.0026 1 0.5238±0.0232 2045 0.9676±0.0026 267 69 shaf exp6 no no 822 0.4446±0.0497 0.5491±0.0192 0.3383±0.1769 0.3949±0.0677 0.3869±0.0635 0.5891±0.0061 0.4025±0.0557 0.5127±0.0214 0.4572±0.0129 1.0000±0.0060 0.9675±0.0036 822 0.4446±0.0497 500 0.5000±0.0000 20000 0.5000±0.0000 268 104 shaf exp10a no no 899 0.4052±0.0495 0.5172±0.0171 0.2996±0.1768 0.3559±0.0676 0.3478±0.0634 0.5504±0.0048 0.4169±0.0507 0.4917±0.0187 0.5060±0.0120 1.0000±0.0060 0.9668±0.0037 899 0.4052±0.0495 58 0.9915±0.0084 662 0.6739±0.0055 269 632 Valente ofs_20_m50_15_e500 no no 15 0.7599±0.0545 0.5010±0.0086 0.7430±0.1768 0.8821±0.0584 0.8646±0.0571 0.4924±0.0019 0.8143±0.0553 0.5822±0.0211 0.5065±0.0033 1.0000±0.0000 0.9661±0.0025 15 0.7599±0.0545 59 1.0000±0.0000 2154 0.9661±0.0025 270 921 Valente ofs15_resamp_2hl no no 11 0.7133±0.0540 0.5032±0.0086 0.7450±0.1768 0.8062±0.0675 0.7990±0.0632 0.4945±0.0017 0.7358±0.0573 0.5636±0.0189 0.5070±0.0021 1.0000±0.0000 0.9650±0.0029 11 0.7133±0.0540 59 1.0000±0.0000 1817 0.9650±0.0029 271 918 Valente ofs15_resamp_2hl no no 11 0.7133±0.0540 0.5032±0.0086 0.7450±0.1768 0.8062±0.0675 0.7990±0.0632 0.4945±0.0017 0.7358±0.0573 0.5636±0.0189 0.5070±0.0021 1.0000±0.0000 0.9650±0.0029 11 0.7133±0.0540 59 1.0000±0.0000 1817 0.9650±0.0029 272 1400 Ernest Mwebaze & John Quinn init38 yes yes 69 0.8329±0.0506 0.9634±0.0030 69 0.8295±0.0494 0 1166 0.8140±0.0056 273 1048 wu zhili temp 5 yes no 73 0.8758±0.0449 0.6235±0.0101 0.9564±0.1531 0.8908±0.0548 0.9010±0.0483 0.8019±0.1007 0.7832±0.0562 0.6687±0.0094 0.5433±0.0173 0.9943±0.0025 0.9630±0.0019 73 0.8761±0.0430 64 0.9943±0.0025 2764 0.9630±0.0019 274 956 Valente ofs24_nu_0_001_i500 no no 13 0.7122±0.0540 0.5111±0.0119 0.9945±0.0017 0.7662±0.0691 0.7980±0.0633 0.4935±0.0018 0.7080±0.0566 0.5625±0.0190 0.5052±0.0032 1.0000±0.0000 0.9624±0.0029 13 0.7122±0.0540 59 1.0000±0.0000 1935 0.9624±0.0029 275 537 Valente ofs_17_corrected no no 17 0.8075±0.0530 0.5090±0.0120 0.9925±0.0019 0.9200±0.0500 0.9313±0.0439 0.4914±0.0021 0.8669±0.0505 0.6020±0.0229 0.5108±0.0026 1.0000±0.0000 0.9621±0.0028 17 0.8075±0.0530 59 1.0000±0.0000 2009 0.9621±0.0028 276 1004 Valente ofs24_3 no no 999 0.9618±0.0029 999 1921 0.9618±0.0029 277 108 nmag expt2 no no 999 1.0000±0.0000 0.9610±0.0030 999 59 1.0000±0.0000 1789 0.9610±0.0030 278 558 Valente ofs_29_m50 no no 19 0.6605±0.0515 0.5079±0.0120 0.4905±0.0022 0.7631±0.0692 0.7272±0.0644 0.4904±0.0022 0.7854±0.0567 0.5801±0.0211 0.5090±0.0036 1.0000±0.0000 0.9596±0.0030 19 0.6605±0.0515 59 1.0000±0.0000 1907 0.9596±0.0030 279 322 jack test no no 999 0.9593±0.0030 999 1960 0.9593±0.0030 280 1350 NQJ "(13,13,RBF)" yes no 10 0.6655±0.0185 0.5036±0.0101 0.4950±0.1533 0.7296±0.0278 0.6987±0.0245 0.5784±0.0570 0.6832±0.0200 0.5503±0.0094 0.5034±0.0173 0.9831±0.0118 0.9591±0.0030 10 0.6651±0.0514 57 0.9831±0.0118 1868 0.9591±0.0030 281 1006 Valente ofs24_4 no no 999 0.9587±0.0031 999 1809 0.9587±0.0031 282 827 Alexey Polovinkin FS yes yes 999 0.8011±0.0185 0.4343±0.0174 0.7011±0.1533 0.9270±0.0276 0.8980±0.0394 0.5520±0.0570 0.8843±0.0491 0.5489±0.0215 0.2366±0.0037 0.9567±0.0032 999 0.5000±0.0000 1739 0.9567±0.0032 283 458 Valente O.F.S. no no 7 0.6667±0.0514 0.5143±0.0118 0.9975±0.0011 0.6913±0.0675 0.7333±0.0644 0.4965±0.0013 0.6306±0.0505 0.5449±0.0162 0.5044±0.0017 1.0000±0.0000 0.9555±0.0031 7 0.6667±0.0514 59 1.0000±0.0000 2004 0.9539±0.0031 284 1022 Valente ofs24 no no 999 0.9554±0.0030 999 2036 0.9554±0.0030 285 1023 Valente ofs24_14 no no 14 0.6631±0.0515 0.5196±0.0144 0.9940±0.0017 0.6877±0.0675 0.7298±0.0644 0.4930±0.0019 0.6538±0.0533 0.5550±0.0181 0.5059±0.0033 1.0000±0.0000 0.9554±0.0030 14 0.6631±0.0515 59 1.0000±0.0000 2036 0.9554±0.0030 286 409 a MB and LR no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 0.9989±0.0011 0.9547±0.0033 16 0.8080±0.0530 60 0.9989±0.0011 1781 0.9547±0.0033 287 408 a MB and LR no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 0.9547±0.0033 16 0.8080±0.0530 1781 0.9547±0.0033 288 365 ching-wei wang test4 no no 999 1.0000±0.0000 0.9545±0.0033 999 59 1.0000±0.0000 1699 0.9439±0.0036 289 317 jack Logistic reg no no 999 0.9533±0.0034 999 1704 0.9533±0.0034 290 412 test test no no 999 0.9532±0.0033 999 1739 0.9532±0.0033 291 411 test test no no 999 0.9532±0.0033 999 1739 0.9532±0.0033 292 1125 Reference True model with parents no no 2 0.5476±0.0320 0.5169±0.0118 1.0000±0.0000 0.4990±0.0007 0.5667±0.0439 0.4990±0.0007 0.4990±0.0007 0.5128±0.0089 0.5013±0.0009 0.9611±0.0204 0.9530±0.0042 2 0.5476±0.0320 31 0.7531±0.0326 1063 0.7610±0.0058 293 1009 Valente ofs24_aco no no 999 0.9527±0.0033 999 1875 0.9527±0.0033 294 362 a MB and LR no no 10 0.7381±0.0545 0.5217±0.0144 0.9960±0.0014 0.7677±0.0691 0.7995±0.0632 0.5788±0.0761 0.6827±0.0553 0.5641±0.0189 0.5063±0.0020 0.9407±0.0210 0.9516±0.0034 10 0.7381±0.0545 52 0.9407±0.0210 1720 0.9516±0.0034 295 105 shaf exp10b no no 899 0.4052±0.0495 0.5172±0.0171 0.2996±0.1768 0.3559±0.0676 0.3478±0.0634 0.5504±0.0048 0.4169±0.0507 0.4917±0.0187 0.5060±0.0120 1.0000±0.0060 0.9498±0.0039 899 0.4052±0.0495 63 0.9955±0.0023 2144 0.8442±0.0052 296 236 Louis Duclos-Gosselin Bayes Methods 5 yes no 10 0.7140±0.0185 0.5037±0.0101 0.7457±0.1531 0.8070±0.0685 0.7998±0.0640 0.4950±0.0570 0.7097±0.0200 0.5572±0.0094 0.5063±0.0173 0.9666±0.0146 0.9494±0.0030 10 0.7138±0.0540 63 0.9666±0.0146 2374 0.9494±0.0030 297 529 wu zhili wzl-03-27-v3 yes no 128 0.8879±0.0449 0.4964±0.0100 0.9970±0.1531 0.9972±0.0267 0.9989±0.0232 0.6012±0.0570 0.9672±0.0310 0.6183±0.0094 0.4795±0.0170 1.0000±0.0000 0.9487±0.0035 128 0.8480±0.0431 59 1.0000±0.0000 1706 0.9487±0.0035 298 961 experiment 1 no no 13 0.7366±0.0545 0.5111±0.0119 0.9945±0.0017 0.7662±0.0691 0.7980±0.0633 0.5773±0.0761 0.6811±0.0553 0.5555±0.0181 0.5082±0.0023 0.9576±0.0189 0.9471±0.0035 13 0.7366±0.0545 500 0.5000±0.0000 20000 0.5000±0.0000 299 1045 wu zhili temp 4 yes no 11 0.6642±0.0185 0.5302±0.0101 0.7425±0.1533 0.7280±0.0278 0.7308±0.0245 0.4945±0.0570 0.6552±0.0200 0.5635±0.0094 0.5070±0.0173 0.9558±0.0130 0.9457±0.0026 11 0.6646±0.0514 81 0.9558±0.0130 2864 0.9457±0.0026 300 1000 Valente ofs24 no no 999 0.9426±0.0036 999 1830 0.9426±0.0036 301 65 Yin-Wen Chang test no no 999 1.0000±0.0000 0.9391±0.0038 999 59 1.0000±0.0000 1677 0.9391±0.0038 302 60 Yin-Wen Chang test no no 999 0.9391±0.0038 999 1677 0.9391±0.0038 303 64 Yin-Wen Chang test2 no no 999 1.0000±0.0000 0.9391±0.0038 999 59 1.0000±0.0000 1677 0.9391±0.0038 304 527 wu zhili wzl-03-27-v2 yes no 999 0.4953±0.0486 0.5128±0.0264 0.3741±0.1533 0.4576±0.0664 0.4462±0.0627 0.6172±0.0570 0.4389±0.0315 0.4940±0.0196 0.5079±0.0155 1.0000±0.0000 0.9391±0.0038 999 0.5000±0.0000 59 1.0000±0.0000 1677 0.9391±0.0038 305 1027 Valente ofs24 no no 999 0.9384±0.0037 999 1822 0.9384±0.0037 306 523 wu zhili wzl-03-27-v1 yes no 999 0.5156±0.0454 0.5089±0.0287 0.6174±0.1533 0.5268±0.0552 0.5392±0.0487 0.4569±0.0567 0.5747±0.0395 0.5262±0.0285 0.4901±0.0103 1.0000±0.0000 0.9367±0.0038 999 0.5000±0.0000 59 1.0000±0.0000 1667 0.9367±0.0038 307 525 wu zhili wzl-03-27-v1 yes no 999 0.5156±0.0454 0.5089±0.0287 0.6174±0.1533 0.5268±0.0552 0.5392±0.0487 0.4569±0.0567 0.5747±0.0395 0.5262±0.0285 0.4901±0.0103 1.0000±0.0000 0.9367±0.0038 999 0.5000±0.0000 59 1.0000±0.0000 1667 0.9367±0.0038 308 524 wu zhili wzl-03-27-v1 yes no 999 0.5156±0.0454 0.5089±0.0287 0.6174±0.1533 0.5268±0.0552 0.5392±0.0487 0.4569±0.0567 0.5747±0.0395 0.5262±0.0285 0.4901±0.0103 1.0000±0.0000 0.9367±0.0038 999 0.5000±0.0000 59 1.0000±0.0000 1667 0.9367±0.0038 309 1033 Valente ofs24_14 no no 999 0.9348±0.0037 999 1921 0.9348±0.0037 310 572 Yin-Wen Chang exp #00 no no 999 1.0000±0.0000 0.9344±0.0039 999 59 1.0000±0.0000 1655 0.9344±0.0039 311 573 Yin-Wen Chang exp #00 s1 no no 999 1.0000±0.0000 0.9341±0.0039 999 59 1.0000±0.0000 1654 0.9341±0.0039 312 460 Valente O.F.S.14_m_50 no no 11 0.7133±0.0540 0.5122±0.0119 0.9955±0.0015 0.7672±0.0691 0.7990±0.0632 0.4945±0.0017 0.7358±0.0573 0.5705±0.0197 0.5070±0.0021 1.0000±0.0000 0.9334±0.0038 11 0.7133±0.0540 59 1.0000±0.0000 1982 0.9322±0.0038 313 995 Arnold test #1 no no 13 0.7609±0.0545 0.5111±0.0119 0.7440±0.1768 0.8831±0.0584 0.8657±0.0571 0.4935±0.0018 0.7885±0.0566 0.5833±0.0211 0.5082±0.0023 0.9808±0.0119 0.9331±0.0036 13 0.7609±0.0545 59 0.9808±0.0119 2154 0.9331±0.0036 314 588 Yin-Wen Chang exp #03 no no 999 1.0000±0.0000 0.9325±0.0039 999 59 1.0000±0.0000 1660 0.9325±0.0039 315 596 Yin-Wen Chang exp #03 no no 999 1.0000±0.0000 0.9325±0.0039 999 59 1.0000±0.0000 1660 0.9325±0.0039 316 589 Yin-Wen Chang exp #03 no no 999 1.0000±0.0000 0.9325±0.0039 999 59 1.0000±0.0000 1660 0.9325±0.0039 317 590 Yin-Wen Chang exp #03 no no 999 1.0000±0.0000 0.9325±0.0039 999 59 1.0000±0.0000 1660 0.9325±0.0039 318 1020 Valente ofs24_5 no no 14 0.6631±0.0515 0.5196±0.0144 0.9940±0.0017 0.6877±0.0675 0.7298±0.0644 0.4930±0.0019 0.6538±0.0533 0.5550±0.0181 0.5059±0.0033 0.9314±0.0038 14 0.6631±0.0515 1891 0.9314±0.0038 319 361 Louis Duclos-Gosselin Bayes Method yes no 66 0.6973±0.0184 0.4831±0.0101 0.7317±0.1531 0.7956±0.0685 0.7880±0.0640 0.4668±0.0570 0.7474±0.0574 0.5511±0.0094 0.5059±0.0172 0.9915±0.0084 0.9311±0.0040 66 0.6851±0.0541 58 0.9915±0.0084 1635 0.9311±0.0040 320 237 Louis Duclos-Gosselin Bayes Methods 6 yes no 66 0.6973±0.0184 0.4831±0.0101 0.7317±0.1531 0.7956±0.0685 0.7880±0.0640 0.4668±0.0570 0.7474±0.0574 0.5511±0.0094 0.5059±0.0172 0.9915±0.0084 0.9311±0.0040 66 0.6851±0.0541 58 0.9915±0.0084 1635 0.9311±0.0040 321 359 Louis Duclos-Gosselin Bayes Method yes no 66 0.6973±0.0184 0.4831±0.0101 0.7317±0.1531 0.7956±0.0685 0.7880±0.0640 0.4668±0.0570 0.7474±0.0574 0.5511±0.0094 0.5059±0.0172 0.9915±0.0084 0.9311±0.0040 66 0.6851±0.0541 58 0.9915±0.0084 1635 0.9311±0.0040 322 787 Valente ofs20 no no 10 0.6408±0.0493 0.5037±0.0086 0.7455±0.1768 0.6898±0.0675 0.6980±0.0633 0.4950±0.0016 0.6827±0.0553 0.5502±0.0172 0.5003±0.0038 1.0000±0.0000 0.9308±0.0038 10 0.6408±0.0493 59 1.0000±0.0000 2013 0.9308±0.0038 323 45 shaf exp2 no no 73 0.5113±0.0323 0.5062±0.0186 0.4634±0.0041 0.5020±0.0372 0.4967±0.0325 0.5471±0.0762 0.4896±0.0260 0.5021±0.0157 0.4830±0.0113 0.9937±0.0139 0.9303±0.0042 73 0.5113±0.0323 500 0.5000±0.0000 20000 0.5000±0.0000 324 39 shaf exp no no 20 0.5141±0.0233 0.4984±0.0087 0.4900±0.0022 0.5288±0.0370 0.5237±0.0323 0.4899±0.0022 0.5166±0.0257 0.5030±0.0092 0.4976±0.0058 0.9525±0.0225 0.9293±0.0043 20 0.5141±0.0233 500 0.5000±0.0000 20000 0.5000±0.0000 325 234 Louis Duclos-Gosselin Bayes Methods 3 yes no 5 0.6190±0.0185 0.4973±0.0101 0.4975±0.1533 0.6923±0.0278 0.6667±0.0245 0.4975±0.0570 0.6316±0.0200 0.5321±0.0094 0.5032±0.0173 0.9734±0.0143 0.9290±0.0038 5 0.6190±0.0465 57 0.9734±0.0143 2045 0.9290±0.0038 326 788 Valente ofs20_n1 no no 10 0.6408±0.0493 0.5037±0.0086 0.7455±0.1768 0.6898±0.0675 0.6980±0.0633 0.4950±0.0016 0.6827±0.0553 0.5502±0.0172 0.5003±0.0038 0.9734±0.0143 0.9289±0.0037 10 0.6408±0.0493 57 0.9734±0.0143 2179 0.9289±0.0037 327 44 shaf exp1 no no 73 0.5113±0.0323 0.5062±0.0186 0.4634±0.0041 0.5020±0.0372 0.4967±0.0325 0.5471±0.0762 0.4896±0.0260 0.5021±0.0157 0.4830±0.0113 1.0000±0.0060 0.9247±0.0043 73 0.5113±0.0323 500 0.5000±0.0000 20000 0.5000±0.0000 328 435 Arnold #4 no no 999 0.9209±0.0042 999 1563 0.9209±0.0042 329 1024 Valente ofs10 no no 999 0.9183±0.0042 999 1721 0.9183±0.0042 330 436 Arnold #5 no no 999 0.9178±0.0043 999 1554 0.9178±0.0043 331 786 Valente ofs20_10_50_50_mse no no 10 0.6408±0.0493 0.5037±0.0086 0.7455±0.1768 0.6898±0.0675 0.6980±0.0633 0.4950±0.0016 0.6827±0.0553 0.5502±0.0172 0.5003±0.0038 0.9989±0.0011 0.9171±0.0041 10 0.6408±0.0493 60 0.9989±0.0011 1979 0.9171±0.0041 332 232 Louis Duclos-Gosselin Bayes Methods 1 yes no 66 0.6973±0.0184 0.4831±0.0101 0.7317±0.1531 0.7956±0.0685 0.7880±0.0640 0.4668±0.0570 0.7474±0.0574 0.5511±0.0094 0.5059±0.0172 0.9480±0.0197 0.9123±0.0042 66 0.6851±0.0541 54 0.9480±0.0197 1980 0.9123±0.0042 333 235 Louis Duclos-Gosselin Bayes Methods 4 yes no 2 0.5476±0.0185 0.4989±0.0101 0.4990±0.1533 0.5769±0.0278 0.5667±0.0245 0.4990±0.0570 0.5526±0.0200 0.5128±0.0094 0.5013±0.0173 0.9450±0.0109 0.9113±0.0029 2 0.5476±0.0320 99 0.9450±0.0109 4036 0.9113±0.0029 334 1212 Ernest Mwebaze & John Quinn init19 yes no 180 0.6523±0.0184 0.4291±0.0100 0.4097±0.1533 0.7625±0.0686 0.7158±0.0647 0.4903±0.0570 0.6830±0.0572 0.4927±0.0093 0.4406±0.0167 0.9650±0.0164 0.9020±0.0045 180 0.6269±0.0543 56 0.9650±0.0164 1675 0.9020±0.0045 335 134 shaf exp15 no no 999 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 0.5000±0.0000 1.0000±0.0060 0.9009±0.0052 999 0.5000±0.0000 59 1.0000±0.0000 4392 0.8150±0.0049 336 576 Yin-Wen Chang exp #01 no no 999 1.0000±0.0000 0.8939±0.0047 999 59 1.0000±0.0000 1482 0.8939±0.0047 337 112 nmag expt6 no no 999 1.0000±0.0000 0.8904±0.0048 999 59 1.0000±0.0000 1512 0.8904±0.0048 338 380 Valente clust_a1 no no 53 0.5459±0.0383 0.5078±0.0168 0.7239±0.1768 0.5511±0.0502 0.5746±0.0518 0.4733±0.0036 0.5266±0.0354 0.5129±0.0155 0.5004±0.0087 0.9819±0.0118 0.8852±0.0048 53 0.5459±0.0383 58 0.9819±0.0118 2187 0.8834±0.0047 339 407 test test no no 999 0.8807±0.0050 999 1413 0.8807±0.0050 340 410 test NULL no no 999 0.8807±0.0050 999 1413 0.8807±0.0050 341 1189 Ernest Mwebaze & John Quinn init17 yes no 180 0.6523±0.0184 0.4291±0.0100 0.4097±0.1533 0.7625±0.0686 0.7158±0.0647 0.4903±0.0570 0.6830±0.0572 0.4927±0.0093 0.4406±0.0167 0.9436±0.0142 0.8769±0.0043 180 0.6269±0.0543 0 0.5000±0.0000 0 0.5000±0.0000 342 789 Valente g_clust_2 no no 116 0.5866±0.0495 0.5104±0.0229 0.6923±0.1768 0.5971±0.0642 0.6103±0.0611 0.5254±0.0762 0.5481±0.0470 0.5205±0.0211 0.5072±0.0120 1.0000±0.0000 0.8744±0.0049 116 0.5866±0.0495 59 1.0000±0.0000 1965 0.8744±0.0049 343 971 Valente ofs24_nu_0_001_removed no no 19 0.6605±0.0515 0.5259±0.0165 0.7410±0.1768 0.7242±0.0692 0.7272±0.0644 0.4904±0.0022 0.7049±0.0567 0.5731±0.0205 0.5060±0.0042 1.0000±0.0000 0.8586±0.0051 19 0.6605±0.0515 59 1.0000±0.0000 1880 0.8586±0.0051 344 233 Louis Duclos-Gosselin Bayes Methods 2 yes no 10 0.7140±0.0185 0.5126±0.0101 0.7457±0.1531 0.8070±0.0685 0.7998±0.0640 0.4950±0.0570 0.7097±0.0200 0.5641±0.0094 0.5063±0.0173 0.9661±0.0164 0.8543±0.0053 10 0.7138±0.0540 55 0.9661±0.0164 1333 0.8543±0.0053 345 1026 ESC NN no no 999 0.8500±0.0053 999 1307 0.8500±0.0053 346 431 Arnold #2 no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.8359±0.0055 16 0.8080±0.0530 59 1.0000±0.0000 1246 0.8359±0.0055 347 785 Valente g_clust no no 116 0.5866±0.0495 0.5104±0.0229 0.6923±0.1768 0.5971±0.0642 0.6103±0.0611 0.5254±0.0762 0.5481±0.0470 0.5205±0.0211 0.5072±0.0120 1.0000±0.0000 0.8299±0.0053 116 0.5866±0.0495 59 1.0000±0.0000 2144 0.8299±0.0053 348 10 Reference linear SVM no no 999 0.8199±0.0054 999 109 0.5294±0.0027 349 1271 Ernest Mwebaze & John Quinn init27 yes no 48 0.5483±0.0185 0.5287±0.0101 0.4759±0.1533 0.5537±0.0278 0.5434±0.0245 0.5591±0.0570 0.5292±0.0200 0.5297±0.0094 0.5179±0.0173 0.9056±0.0254 0.8055±0.0056 48 0.5484±0.0383 49 0.9056±0.0254 1798 0.8055±0.0056 350 9 Reference linear regression no no 999 0.7975±0.0053 999 576 0.5719±0.0043 351 319 jack Logistic reg no no 999 0.7494±0.0058 999 1181 0.7494±0.0058 352 866 wu zhili temp 1 yes no 1 0.5238±0.0185 0.4995±0.0101 0.4995±0.1533 0.5385±0.0278 0.5333±0.0245 0.4995±0.0570 0.5263±0.0200 0.5064±0.0094 0.5006±0.0173 0.7101±0.0325 0.7259±0.0058 1 0.5238±0.0232 35 0.7101±0.0325 1255 0.7259±0.0058 353 428 Arnold #1 no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.6751±0.0055 16 0.8080±0.0530 59 1.0000±0.0000 649 0.6751±0.0055 354 424 experiment experiment#4 no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.6751±0.0055 16 0.8080±0.0530 59 1.0000±0.0000 649 0.6751±0.0055 355 318 jack Logistic reg no no 999 0.5488±0.0050 999 2794 0.5488±0.0050 356 473 Nist nist no no 994 0.5026±0.0011 0.5027±0.0012 0.5025±0.0011 0.5025±0.0011 0.5025±0.0011 0.5025±0.0011 0.4757±0.0256 0.4958±0.0065 0.4998±0.0027 1.0000±0.0000 0.5379±0.0051 994 0.5026±0.0011 59 1.0000±0.0000 3189 0.5379±0.0051 357 368 Reference RND_S yes yes 128 0.5668±0.0549 0.5246±0.0214 0.8591±0.1532 0.5474±0.0698 0.5896±0.0644 0.5081±0.0886 0.5368±0.0526 0.5286±0.0294 0.4855±0.0036 1.0000±0.0000 0.5093±0.0041 128 0.5075±0.0386 59 1.0000±0.0000 2360 0.5093±0.0041 358 328 noob random no no 999 0.5069±0.0060 999 20000 0.5000±0.0000 359 3 Reference Sample yes yes 2 0.4666±0.0454 0.5306±0.0239 0.3716±0.1532 0.5383±0.0698 0.5159±0.0650 0.3454±0.0887 0.5431±0.0579 0.5348±0.0232 0.4965±0.0161 1.0000±0.0000 0.5052±0.0041 2 0.4990±0.0007 59 1.0000±0.0000 2360 0.5052±0.0041 360 383 ChenShuAn just test yes yes 1 0.4943±0.0355 0.5058±0.0327 0.4684±0.1532 0.5291±0.0665 0.5210±0.0627 0.4283±0.0567 0.5006±0.0394 0.5047±0.0280 0.4907±0.0175 1.0000±0.0000 0.5028±0.0040 1 0.4995±0.0005 59 1.0000±0.0000 2360 0.5028±0.0040 361 316 jack Logistic reg yes yes 1 0.4943±0.0355 0.5058±0.0327 0.4684±0.1532 0.5291±0.0665 0.5210±0.0627 0.4283±0.0567 0.5006±0.0394 0.5047±0.0280 0.4907±0.0175 1.0000±0.0000 0.5028±0.0040 1 0.4995±0.0005 59 1.0000±0.0000 2360 0.5028±0.0040 362 600 ChenShuAn test yes yes 1 0.4943±0.0355 0.5058±0.0327 0.4684±0.1532 0.5291±0.0665 0.5210±0.0627 0.4283±0.0567 0.5006±0.0394 0.5047±0.0280 0.4907±0.0175 1.0000±0.0000 0.5028±0.0040 1 0.4995±0.0005 59 1.0000±0.0000 2360 0.5028±0.0040 363 137 Nist fd yes yes 1 0.4943±0.0453 0.5058±0.0327 0.4684±0.1532 0.5291±0.0665 0.5210±0.0627 0.4283±0.0567 0.5006±0.0394 0.5047±0.0280 0.4907±0.0175 1.0000±0.0000 0.5028±0.0040 1 0.4995±0.0005 59 1.0000±0.0000 2360 0.5028±0.0040 364 384 ChenShuAn just test yes yes 1 0.4943±0.0355 0.5058±0.0327 0.4684±0.1532 0.5291±0.0665 0.5210±0.0627 0.4283±0.0567 0.5006±0.0394 0.5047±0.0280 0.4907±0.0175 1.0000±0.0000 0.5028±0.0040 1 0.4995±0.0005 59 1.0000±0.0000 2360 0.5028±0.0040 365 40 Borisov Alexander test2 yes yes 1 0.4943±0.0453 0.5058±0.0327 0.4684±0.1532 0.5291±0.0665 0.5210±0.0627 0.4283±0.0567 0.5006±0.0394 0.5047±0.0280 0.4907±0.0175 1.0000±0.0000 0.5028±0.0040 1 0.4995±0.0005 59 1.0000±0.0000 2360 0.5028±0.0040 366 382 ChenShuAn just test yes yes 1 0.4943±0.0355 0.5058±0.0327 0.4684±0.1532 0.5291±0.0665 0.5210±0.0627 0.4283±0.0567 0.5006±0.0394 0.5047±0.0280 0.4907±0.0175 1.0000±0.0000 0.5028±0.0040 1 0.4995±0.0005 59 1.0000±0.0000 2360 0.5028±0.0040 367 381 ChenShuAn just test no no 999 0.5013±0.0040 999 2360 0.5013±0.0040 368 369 Reference RND_U no no 20 0.4898±0.0023 0.5254±0.0165 0.4900±0.0022 0.4899±0.0022 0.4898±0.0022 0.4899±0.0022 0.4898±0.0023 0.5170±0.0127 0.5006±0.0053 1.0000±0.0000 0.5001±0.0039 20 0.4898±0.0023 59 1.0000±0.0000 2360 0.5001±0.0039 369 1447 Nist Som no no 4 0.4980±0.0010 0.6525±0.0311 0.5000±0.0000 4 0.4980±0.0010 35 0.6525±0.0311 0 0.5000±0.0000 370 1162 owen reged camml yes yes 1 0.8302±0.0523 0.5659±0.0101 0.9900±0.1531 0.9592±0.0443 0.9650±0.0388 0.4864±0.0570 0.9451±0.0388 0.6662±0.0094 0.5171±0.0173 0.5000±0.0000 0.5000±0.0000 1 0.5238±0.0232 500 0.5000±0.0000 20000 0.5000±0.0000 371 1441 F test yes no 406 0.8471±0.0536 0.5000±0.0019 406 0.7302±0.0390 20000 0.5000±0.0000 372 13 Reference svm_rbf1 yes no 600 0.5075±0.0178 0.5100±0.0088 0.4393±0.1532 0.4670±0.0274 0.4631±0.0240 0.6172±0.0570 0.4285±0.0194 0.4892±0.0080 0.5042±0.0138 0.5000±0.0019 600 0.5824±0.0471 0 0.5000±0.0000 373 581 Yin-Wen Chang exp #03 no no 999 0.5000±0.0000 0.5000±0.0000 999 0 0.5000±0.0000 0 0.5000±0.0000 374 1166 yulay camml yes yes 1 0.8327±0.0523 0.5173±0.0101 0.9910±0.1531 0.9608±0.0443 0.9665±0.0387 0.4909±0.0570 0.8143±0.0561 0.5948±0.0094 0.5114±0.0173 0.5000±0.0000 0.5000±0.0000 1 0.5238±0.0232 500 0.5000±0.0000 20000 0.5000±0.0000 375 352 Nist nis2 no no 994 0.5026±0.0011 0.5027±0.0012 0.5025±0.0011 0.5025±0.0011 0.5025±0.0011 0.5025±0.0011 0.4757±0.0256 0.4958±0.0065 0.4998±0.0027 0.7157±0.0329 0.5000±0.0000 994 0.5026±0.0011 47 0.7157±0.0329 20000 0.5000±0.0000 376 351 Nist nis no no 6 0.4969±0.0012 0.4968±0.0013 0.4970±0.0012 0.4970±0.0012 0.4970±0.0012 0.4970±0.0012 0.4969±0.0012 0.4967±0.0013 0.5038±0.0015 0.7157±0.0329 0.5000±0.0000 6 0.4969±0.0012 47 0.7157±0.0329 20000 0.5000±0.0000 377 327 noob constant no no 999 0.5000±0.0000 999 20000 0.5000±0.0000 378 929 yulay Camml - proof 0 yes yes 1 0.8327±0.0523 0.5173±0.0101 0.9910±0.1531 0.9608±0.0443 0.9665±0.0387 0.4909±0.0570 0.8143±0.0561 0.5948±0.0094 0.5114±0.0173 0.5000±0.0000 0.5000±0.0000 1 0.5238±0.0232 500 0.5000±0.0000 20000 0.5000±0.0000 379 531 Prof. Denzil Dexter test no no 24 0.9012±0.0429 0.5143±0.0145 0.9890±0.0023 0.9165±0.0501 0.9277±0.0439 0.8233±0.0963 0.7828±0.0567 0.5843±0.0218 0.5122±0.0038 0.4995±0.0034 24 0.9012±0.0429 10036 0.4971±0.0061 380 275 Nist nn no no 44 0.4775±0.0033 0.4766±0.0034 0.4779±0.0033 0.4777±0.0033 0.4776±0.0033 0.4778±0.0033 0.5312±0.0354 0.4900±0.0096 0.4917±0.0087 0.5427±0.0273 0.4976±0.0040 44 0.4775±0.0033 64 0.5427±0.0273 2560 0.4976±0.0040 381 272 Nist nn no no 43 0.4780±0.0033 0.4771±0.0034 0.4784±0.0032 0.4782±0.0033 0.4782±0.0033 0.4783±0.0032 0.5049±0.0258 0.4836±0.0072 0.5001±0.0079 0.5427±0.0273 0.4976±0.0040 43 0.4780±0.0033 64 0.5427±0.0273 2560 0.4976±0.0040 382 271 Nist nn no no 2 0.4990±0.0007 0.4989±0.0008 0.4990±0.0007 0.4990±0.0007 0.4990±0.0007 0.4990±0.0007 0.4990±0.0007 0.4989±0.0008 0.5013±0.0009 0.5427±0.0273 0.4976±0.0040 2 0.4990±0.0007 64 0.5427±0.0273 2560 0.4976±0.0040 383 273 Nist nn no no 45 0.4770±0.0033 0.4761±0.0035 0.4774±0.0033 0.4772±0.0033 0.4771±0.0033 0.4773±0.0033 0.5307±0.0354 0.4895±0.0096 0.4893±0.0090 0.5427±0.0273 0.4976±0.0040 45 0.4770±0.0033 64 0.5427±0.0273 2560 0.4976±0.0040 384 287 Nist n4 no no 9 0.4954±0.0015 0.4952±0.0016 0.4955±0.0015 0.4954±0.0015 0.4954±0.0015 0.4955±0.0015 0.5222±0.0257 0.5021±0.0065 0.4936±0.0049 0.5427±0.0273 0.4976±0.0040 9 0.4954±0.0015 64 0.5427±0.0273 2560 0.4976±0.0040 385 421 Nist ns no no 9 0.4954±0.0015 0.4952±0.0016 0.4955±0.0015 0.4954±0.0015 0.4954±0.0015 0.4955±0.0015 0.5222±0.0257 0.5021±0.0065 0.4936±0.0049 1.0000±0.0000 0.4976±0.0040 9 0.4954±0.0015 59 1.0000±0.0000 2560 0.4976±0.0040 386 268 Nist nn no no 15 0.4923±0.0020 0.4920±0.0020 0.4925±0.0019 0.4924±0.0019 0.4924±0.0020 0.4924±0.0019 0.5192±0.0257 0.4988±0.0067 0.5035±0.0040 0.5427±0.0273 0.4976±0.0040 15 0.4923±0.0020 64 0.5427±0.0273 2560 0.4976±0.0040 387 423 experiment experiment#3 no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 1.0000±0.0000 0.4930±0.0009 16 0.8080±0.0530 59 1.0000±0.0000 331 0.4930±0.0009 388 422 experiment experiment#2 no no 16 0.8080±0.0530 0.5185±0.0144 0.9930±0.0019 0.8426±0.0640 0.8641±0.0571 0.6596±0.0962 0.7333±0.0573 0.5748±0.0205 0.5101±0.0025 0.9661±0.0164 0.4930±0.0009 16 0.8080±0.0530 55 0.9661±0.0164 331 0.4930±0.0009 389 420 experiment experiment#1 no no 30 0.8252±0.0515 0.5291±0.0183 0.9860±0.0026 0.9134±0.0501 0.9247±0.0439 0.5687±0.0761 0.8603±0.0506 0.6158±0.0244 0.5160±0.0041 0.9469±0.0197 0.4920±0.0010 30 0.8252±0.0515 55 0.9469±0.0197 389 0.4920±0.0010 390 601 ChenShuAn RBF999 yes no 999 0.7145±0.0540 0.4563±0.0296 0.2793±0.1532 0.8856±0.0449 0.8050±0.0595 0.4839±0.1009 0.8342±0.0563 0.5529±0.0238 0.5313±0.0192 0.0000±0.0060 0.3808±0.0054 999 0.5000±0.0000 500 0.5000±0.0000 20000 0.5000±0.0000 391 603 ChenShuAn RBF256 yes no 999 0.7145±0.0540 0.4563±0.0296 0.2793±0.1532 0.8856±0.0449 0.8050±0.0595 0.4839±0.1009 0.8342±0.0563 0.5529±0.0238 0.5313±0.0192 0.0000±0.0060 0.2888±0.0061 999 0.5000±0.0000 500 0.5000±0.0000 20000 0.5000±0.0000 392 602 ChenShuAn RBF512 yes no 999 0.7145±0.0540 0.4563±0.0296 0.2793±0.1532 0.8856±0.0449 0.8050±0.0595 0.4839±0.1009 0.8342±0.0563 0.5529±0.0238 0.5313±0.0192 0.0000±0.0060 0.2888±0.0061 999 0.5000±0.0000 500 0.5000±0.0000 20000 0.5000±0.0000 393 613 ChenShuAn RBF yes no 999 0.7145±0.0540 0.4563±0.0296 0.2793±0.1532 0.8856±0.0449 0.8050±0.0595 0.4839±0.1009 0.8342±0.0563 0.5529±0.0238 0.5313±0.0192 0.0000±0.0060 0.2157±0.0004 999 0.5000±0.0000 500 0.5000±0.0000 20000 0.5000±0.0000 394 610 yulay proof1 yes yes 1 0.5228±0.0185 0.4984±0.0101 0.4985±0.1533 0.5375±0.0278 0.5324±0.0245 0.4985±0.0570 0.5789±0.0200 0.5192±0.0094 0.5019±0.0173 0.1531±0.0297 0.1865±0.0055 1 0.5238±0.0232 450 0.1531±0.0297 18070 0.1865±0.0055 395 1228 owen reged camml yes yes 73 0.8216±0.0523 0.6255±0.0101 0.9935±0.1531 0.9556±0.0444 0.9624±0.0388 0.4632±0.0570 0.9413±0.0388 0.7113±0.0094 0.5463±0.0173 0.0917±0.0207 0.1208±0.0042 73 0.8032±0.0516 411 0.0917±0.0207 16643 0.1208±0.0042 396 1227 owen reged camml yes yes 63 0.8232±0.0523 0.6202±0.0101 0.9925±0.1531 0.9560±0.0444 0.9626±0.0388 0.4683±0.0570 0.9420±0.0388 0.7074±0.0094 0.5399±0.0173 0.0504±0.0152 0.0929±0.0039 63 0.8083±0.0516 422 0.0504±0.0152 17139 0.0929±0.0039 397 432 Arnold #3 no no 999 0.0791±0.0042 999 18437 0.0791±0.0042 398 21 D'yakonov Alexander G. Decision trees no no 133 0.7725±0.0517 0.5373±0.0268 0.9343±0.0053 0.9002±0.0373 0.9062±0.0326 0.4330±0.0054 0.8345±0.0471 0.6155±0.0274 0.5270±0.0117 0.9999±0.0063 0.0104±0.0002 133 0.7725±0.0517 500 0.5000±0.0000 4308 0.3816±0.0016