From: Multiclass classification of microarray data samples with a reduced number of genes
p-valuesa | |||||||||
---|---|---|---|---|---|---|---|---|---|
Dataset | M | N | B-ECOC | B-OAA | G-ECOC(F) | G-OAA(G) | F ≠G | F < G | MW |
200 Montecarlo 4:1 train-test partitions at η = 5 | |||||||||
Lymphoma | 3 | NA | NA | 4 | NA | 22 | NA | NA | NA |
SRCBT | 4 | 9 | 14.22 | 6 | 37 | 23 | < 2.2e-16 | < 2.2e-16 | 1 |
Brain | 5 | 9 | 28.1 | 19 | 177 | 109.5 | 5.08e-05 | 2.54e-05 | 0.99975 |
NCI60 | 8 | 9 | 45.11 | 34 | 310 | 326 | 9.31e-07 | 0.27804 | 0.07651 |
Staunton | 9 | 12 | 46 | 34.11 | 387 | 296 | 9.91e-08 | 4.95e-08 | 0.99993 |
GCM RM | 11 | 11 | 142 | 36 | 800 | 365.5 | < 2.2e-16 | 2.76e-08 | 1 |
Su | 11 | 13 | 126 | 62 | 1056 | 916 | 5.36e-12 | 1.15e-24 | 0.99978 |
GCM | 14 | 12 | 322 | 128 | 2096 | 1406 | < 2.2e-16 | < 2.2e-16 | 1 |
200 Montecarlo 4:1 train-test partitions at η = 10 | |||||||||
Lymphoma | 3 | 11 | 4.27 | 4 | 12 | 22 | 5.52e-08 | 1 | 9.85e-09 |
SRCBT | 4 | 9 | 12.22 | 6 | 33 | 23 | < 2.2e-16 | < 2.2e-16 | 1 |
Brain | 5 | 15 | 16.16 | 19 | 109.5 | 109.5 | 0.03970 | 0.01984 | 0.54495 |
NCI60 | 8 | 14 | 42.12 | 39 | 286.5 | 326 | 9.31e-07 | 0.95599 | 0.00105 |
Staunton | 9 | 19 | 40.03 | 34.11 | 381.5 | 296 | 6.95e-10 | 3.48e-10 | 0.99997 |
GCM RM | 11 | 12 | 72 | 36 | 570 | 365.5 | < 2.2e-16 | 1.66e-19 | 1 |
Su | 11 | 17 | 112 | 62 | 940 | 916 | 1.82e-10 | 9.11e-11 | 0.98387 |
GCM | 14 | 12 | 322 | 128 | 2078 | 1406 | < 2.2e-16 | < 2.2e-16 | 1 |
200 Montecarlo 4:1 train-test partitions at η = 15 | |||||||||
Lymphoma | 3 | 11 | 4.26 | 4 | 12 | 22 | 3.05e-08 | 1 | 3.85e-09 |
SRCBT | 4 | 9 | 12.22 | 6 | 33 | 23 | < 2.2e-16 | < 2.2e-16 | 1 |
Brain | 5 | 18 | 16.06 | 19 | 105 | 109.5 | 0.03970 | 0.01984 | 0.15586 |
NCI60 | 8 | 16 | 36.15 | 39 | 251 | 326 | 9.31e-07 | 1 | 3.23e-05 |
Staunton | 9 | 19 | 34.09 | 34.11 | 373.5 | 296 | 4.81e-09 | 2.41e-09 | 0.99989 |
GCM RM | 11 | 12 | 72 | 36 | 561 | 365.5 | < 2.2e-16 | 1.66e-19 | 1 |
Su | 11 | 17 | 112 | 62 | 924.5 | 916 | 1.34e-09 | 6.69e-10 | 0.97006 |
GCM | 14 | 12 | 322 | 128 | 2066 | 1406 | < 2.2e-16 | < 2.2e-16 | 1 |