Table 2 Dimension reduction results from random forest and boosting
From: Ensemble methods of rank-based trees for single sample classification with gene expression profiles
Random Rank Forest | Boosting | |||||||
|---|---|---|---|---|---|---|---|---|
# of genesa | # of Gene pairsb | # of genes | # of gene pairs | |||||
Meanc | SDc | Mean | SD | Mean | SD | Mean | SD | |
Liver | 84.98 | 0.14 | 728.78 | 36.37 | 70.02 | 13.03 | 159.28 | 48.74 |
CNS | 89.60 | 3.27 | 207.18 | 18.86 | 40.82 | 10.51 | 1.54 | 3.68 |
Glioblastoma | 167.94 | 11.61 | 192.86 | 16.41 | 53.34 | 37.35 | 45.66 | 42.36 |
Prostate | 253.46 | 10.90 | 622.16 | 44.49 | 126.46 | 62.02 | 112.44 | 65.86 |
NHL | 200.56 | 12.09 | 200.80 | 20.51 | 53.78 | 50.04 | 19.54 | 27.68 |
Breast | 231.18 | 15.02 | 256.22 | 25.39 | 50.08 | 35.36 | 33.74 | 35.75 |
SRBCTs | 461.50 | 16.52 | 501.48 | 15.54 | 206.77 | 92.36 | 282.57 | 121.13 |
Leukemia | 327.90 | 18.24 | 316.14 | 23.91 | 109.88 | 49.24 | 117.00 | 49.49 |
Lung | 588.84 | 20.05 | 971.28 | 38.90 | 685.8 | 164.56 | 920.22 | 131.11 |
Bladder | 342.88 | 15.18 | 421.02 | 19.29 | 91.84 | 52.94 | 76.90 | 46.89 |
ALL | 1782.52 | 25.62 | 2923.06 | 59.08 | 379.68 | 104.62 | 407.97 | 150.75 |
TNBC | 49.00 | 0.00 | 1021.98 | 7.79 | 49.00 | 0.00 | 427.84 | 41.63 |