Research Article
Bayesian Gene Selection Based on Pathway Information and Network-Constrained Regularization
Table 2
Comparison of results of 4 Bayesian methods.
| Dataset | Methods | AUC | ACC |
| Leukemia | BEN | 0.9955 | 0.9600 | BFused | 1 | 0.9733 | BLasso | 1 | 0.9447 | BNR | 1 | 0.9733 | DLBCL | BEN | 0.9674 | 0.9223 | BFused | 0.9674 | 0.9223 | BLasso | 0.9485 | 0.9223 | BNR | 0.9958 | 0.9482 | Prostate | BEN | 0.9784 | 0.9414 | BFused | 0.9655 | 0.9314 | BLasso | 0.9784 | 0.9419 | BNR | 0.9900 | 0.9510 | GSE412 | BEN | 0.9428 | 0.8498 | BFused | 0.9046 | 0.8619 | BLasso | 0.9541 | 0.8792 | BNR | 0.9637 | 0.9074 | GSE4922 | BEN | 0.6274 | 0.6666 | BFused | 0.6028 | 0.6523 | BLasso | 0.6132 | 0.6860 | BNR | 0.6132 | 0.6860 |
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