Feature Selection on Simulated Data
90ROC AUCSpaCoBi
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SpaCoBin=60, p=200, ptrue=402026.01 | 90 | — | 6 | 4 | 23 | 16 | 0.15 | |
| SpaCoBin=60, p=600, ptrue=602026.01 | 89 | — | 2 | 3 | 13 | 16 | 0.16 | |
| SpaCoBin=240, p=400, ptrue=402026.01 | 88 | — | 1 | 2 | 12 | 18 | 0.18 | |
| SpaCoBin=120, p=200, ptrue=402026.01 | 81 | — | 7 | 3 | 27 | 12 | 0.12 | |
| SpaCoBin=60, p=400, ptrue=402026.01 | 79 | — | 0 | 1 | 4 | 5 | 0.15 | |
| SpaCoBin=120, p=400, ptrue=602026.01 | 78 | — | 3 | 4 | 16 | 22 | 0.13 | |
| SpaCoBin=240, p=200, ptrue=402026.01 | 76 | — | 3 | 4 | 12 | 18 | 0.24 | |
| GEDFNept (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.052026.01 | 66.1 | 86.1 | — | — | — | — | — | |
| engGNNpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.102026.01 | 65.9 | 86 | — | — | — | — | — | |
| engGNNpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.202026.01 | 65.9 | 86 | — | — | — | — | — | |
| GEDFNept (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.202026.01 | 65.7 | 85.9 | — | — | — | — | — | |
| GEDFNept (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.102026.01 | 65.6 | 69.4 | — | — | — | — | — | |
| engGNNpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.052026.01 | 65.6 | 85.9 | — | — | — | — | — | |
| engGNNpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.052026.01 | 65.5 | 69.5 | — | — | — | — | — | |
| engGNNpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.202026.01 | 65.4 | 69.3 | — | — | — | — | — | |
| GEDFNept (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.102026.01 | 65.4 | 85.8 | — | — | — | — | — | |
| GEDFNept (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.052026.01 | 65.3 | 69.4 | — | — | — | — | — | |
| engGNNpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.102026.01 | 65.3 | 69.3 | — | — | — | — | — | |
| GEDFNept (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.202026.01 | 65.3 | 69.4 | — | — | — | — | — | |
| GEDFNept (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.202026.01 | 65.1 | 50.7 | — | — | — | — | — | |
| engGNNpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.052026.01 | 64.8 | 50.5 | — | — | — | — | — | |
| engGNNpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.102026.01 | 64.8 | 50.5 | — | — | — | — | — | |
| GEDFNept (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.102026.01 | 64.7 | 50.6 | — | — | — | — | — | |
| GEDFNept (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.052026.01 | 64.6 | 50.5 | — | — | — | — | — | |
| engGNNpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.202026.01 | 64.6 | 50.4 | — | — | — | — | — | |
| XGBoostpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.052026.01 | 59.3 | 71.6 | — | — | — | — | — | |
| XGBoostpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.052026.01 | 57.2 | 48.3 | — | — | — | — | — | |
| XGBoostpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.052026.01 | 57.1 | 28.7 | — | — | — | — | — | |
| XGBoostpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.102026.01 | 55 | 73.5 | — | — | — | — | — | |
| XGBoostpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.102026.01 | 54.7 | 49.3 | — | — | — | — | — | |
| XGBoostpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.102026.01 | 54.6 | 29.5 | — | — | — | — | — | |
| XGBoostpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.202026.01 | 52.9 | 29.9 | — | — | — | — | — | |
| XGBoostpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.202026.01 | 52.7 | 50.4 | — | — | — | — | — | |
| DFNpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.102026.01 | 51.9 | 31.8 | — | — | — | — | — | |
| RFpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.202026.01 | 51.8 | 73.7 | — | — | — | — | — | |
| DFNpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.052026.01 | 51.5 | 32 | — | — | — | — | — | |
| GEDFNxgbpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.052026.01 | 51.2 | 29.7 | — | — | — | — | — | |
| GEDFNrfpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.102026.01 | 51.1 | 73.9 | — | — | — | — | — | |
| GEDFNxgbpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.102026.01 | 51 | 73.9 | — | — | — | — | — | |
| GEDFNrfpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.202026.01 | 51 | 74.1 | — | — | — | — | — | |
| GEDFNxgbpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.202026.01 | 50.9 | 74.1 | — | — | — | — | — | |
| DFNpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.102026.01 | 50.8 | 49.7 | — | — | — | — | — | |
| DFNpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.102026.01 | 50.8 | 74.7 | — | — | — | — | — | |
| RFpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.052026.01 | 50.7 | 29.9 | — | — | — | — | — | |
| DFNpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.052026.01 | 50.7 | 50.3 | — | — | — | — | — | |
| DFNpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.202026.01 | 50.7 | 49.6 | — | — | — | — | — | |
| RFpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.102026.01 | 50.7 | 73.9 | — | — | — | — | — | |
| GEDFNrfpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.052026.01 | 50.6 | 30 | — | — | — | — | — | |
| RFpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.052026.01 | 50.6 | 74.3 | — | — | — | — | — | |
| DFNpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.052026.01 | 50.5 | 73.4 | — | — | — | — | — | |
| RFpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.102026.01 | 50.4 | 30.3 | — | — | — | — | — | |
| GEDFNrfpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.102026.01 | 50.4 | 50.1 | — | — | — | — | — | |
| DFNpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.202026.01 | 50.3 | 30.9 | — | — | — | — | — | |
| RFpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.202026.01 | 50.3 | 30.2 | — | — | — | — | — | |
| GEDFNxgbpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.102026.01 | 50.3 | 50.1 | — | — | — | — | — | |
| GEDFNrfpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.202026.01 | 50.2 | 50.6 | — | — | — | — | — | |
| GEDFNrfpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.052026.01 | 50.2 | 74.8 | — | — | — | — | — | |
| GEDFNxgbpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.102026.01 | 50.1 | 30.1 | — | — | — | — | — | |
| GEDFNxgbpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.052026.01 | 50.1 | 50.5 | — | — | — | — | — | |
| GEDFNrfpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.052026.01 | 50.1 | 50.3 | — | — | — | — | — | |
| RFpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.102026.01 | 50.1 | 50 | — | — | — | — | — | |
| GEDFNxgbpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.202026.01 | 50.1 | 50.6 | — | — | — | — | — | |
| RFpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.202026.01 | 50.1 | 50.3 | — | — | — | — | — | |
| GEDFNxgbpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.052026.01 | 50.1 | 74.7 | — | — | — | — | — | |
| GEDFNrfpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.202026.01 | 50 | 30.2 | — | — | — | — | — | |
| DFNpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.202026.01 | 50 | 74.1 | — | — | — | — | — | |
| GEDFNrfpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.102026.01 | 49.9 | 30.1 | — | — | — | — | — | |
| GEDFNxgbpt (true feature proportion)=0.05, pn (sample-to-feature ratio)=0.202026.01 | 49.9 | 30.1 | — | — | — | — | — | |
| RFpt (true feature proportion)=0.10, pn (sample-to-feature ratio)=0.052026.01 | 49.7 | 50.6 | — | — | — | — | — | |
| XGBoostpt (true feature proportion)=0.20, pn (sample-to-feature ratio)=0.202026.01 | 48.7 | 74.7 | — | — | — | — | — | |
| Bi-ADMMn=60, p=200, ptrue=402026.01 | — | — | 0 | 0 | 100 | 0 | — | |
| Bi-ADMMn=60, p=400, ptrue=402026.01 | — | — | 0 | 0 | 100 | 0 | — | |
| Bi-ADMMn=60, p=600, ptrue=602026.01 | — | — | 0 | 0 | 100 | 0 | — | |
| Bi-ADMMn=120, p=200, ptrue=402026.01 | — | — | 0 | 0 | 100 | 0 | — | |
| Bi-ADMMn=120, p=400, ptrue=602026.01 | — | — | 0 | 0 | 100 | 0 | — | |
| Bi-ADMMn=240, p=200, ptrue=402026.01 | — | — | 0 | 0 | 100 | 0 | — | |
| Bi-ADMMn=240, p=400, ptrue=402026.01 | — | — | 0 | 0 | 100 | 0 | — |