Feature Significance Testing on Synthetic Regression N=5e5 (test)
10Total RejectionsAICO
Evaluation results
| Method | Links | |
|---|---|---|
| AICOConfidence level (alpha)=5%, Feature index (l)=12025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=12025.06 | 10 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=22025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=22025.06 | 10 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=32025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=32025.06 | 10 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=42025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=42025.06 | 10 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=52025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=52025.06 | 10 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=62025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=62025.06 | 10 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=72025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=72025.06 | 10 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=82025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=82025.06 | 10 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=92025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=92025.06 | 10 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=102025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=102025.06 | 10 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=112025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=112025.06 | 10 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=122025.06 | 10 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=122025.06 | 10 | |
| Deep KnockoffConfidence level (alpha)=5%, Feature index (l)=82025.06 | 9 | |
| Deep KnockoffConfidence level (alpha)=1%, Feature index (l)=82025.06 | 9 | |
| Deep KnockoffConfidence level (alpha)=5%, Feature index (l)=42025.06 | 8 | |
| Deep KnockoffConfidence level (alpha)=1%, Feature index (l)=42025.06 | 8 | |
| Deep KnockoffConfidence level (alpha)=5%, Feature index (l)=52025.06 | 8 | |
| Deep KnockoffConfidence level (alpha)=1%, Feature index (l)=52025.06 | 8 | |
| CPTConfidence level (alpha)=5%, Feature index (l)=162025.06 | 4 | |
| CPTConfidence level (alpha)=1%, Feature index (l)=162025.06 | 4 | |
| Gaussian KnockoffConfidence level (alpha)=5%, Feature index (l)=132025.06 | 4 | |
| Gaussian KnockoffConfidence level (alpha)=1%, Feature index (l)=132025.06 | 4 | |
| Gaussian KnockoffConfidence level (alpha)=5%, Feature index (l)=152025.06 | 4 | |
| Gaussian KnockoffConfidence level (alpha)=1%, Feature index (l)=152025.06 | 4 | |
| CPTConfidence level (alpha)=5%, Feature index (l)=132025.06 | 3 | |
| Deep KnockoffConfidence level (alpha)=5%, Feature index (l)=132025.06 | 3 | |
| Deep KnockoffConfidence level (alpha)=1%, Feature index (l)=132025.06 | 3 | |
| Gaussian KnockoffConfidence level (alpha)=5%, Feature index (l)=142025.06 | 3 | |
| Gaussian KnockoffConfidence level (alpha)=1%, Feature index (l)=142025.06 | 3 | |
| Gaussian KnockoffConfidence level (alpha)=5%, Feature index (l)=162025.06 | 3 | |
| Gaussian KnockoffConfidence level (alpha)=1%, Feature index (l)=162025.06 | 3 | |
| Gaussian KnockoffConfidence level (alpha)=5%, Feature index (l)=172025.06 | 3 | |
| Gaussian KnockoffConfidence level (alpha)=1%, Feature index (l)=172025.06 | 3 | |
| CPTConfidence level (alpha)=1%, Feature index (l)=132025.06 | 2 | |
| CPTConfidence level (alpha)=5%, Feature index (l)=152025.06 | 2 | |
| CPTConfidence level (alpha)=1%, Feature index (l)=152025.06 | 2 | |
| Deep KnockoffConfidence level (alpha)=5%, Feature index (l)=142025.06 | 2 | |
| Deep KnockoffConfidence level (alpha)=1%, Feature index (l)=142025.06 | 2 | |
| Deep KnockoffConfidence level (alpha)=5%, Feature index (l)=172025.06 | 2 | |
| Deep KnockoffConfidence level (alpha)=1%, Feature index (l)=172025.06 | 2 | |
| Gaussian KnockoffConfidence level (alpha)=5%, Feature index (l)=182025.06 | 2 | |
| Gaussian KnockoffConfidence level (alpha)=1%, Feature index (l)=182025.06 | 2 | |
| Gaussian KnockoffConfidence level (alpha)=5%, Feature index (l)=192025.06 | 2 | |
| Gaussian KnockoffConfidence level (alpha)=1%, Feature index (l)=192025.06 | 2 | |
| CPTConfidence level (alpha)=5%, Feature index (l)=142025.06 | 1 | |
| CPTConfidence level (alpha)=1%, Feature index (l)=142025.06 | 1 | |
| CPTConfidence level (alpha)=5%, Feature index (l)=192025.06 | 1 | |
| HRTConfidence level (alpha)=5%, Feature index (l)=142025.06 | 1 | |
| HRTConfidence level (alpha)=1%, Feature index (l)=142025.06 | 1 | |
| HRTConfidence level (alpha)=5%, Feature index (l)=162025.06 | 1 | |
| HRTConfidence level (alpha)=1%, Feature index (l)=162025.06 | 1 | |
| HRTConfidence level (alpha)=5%, Feature index (l)=172025.06 | 1 | |
| HRTConfidence level (alpha)=1%, Feature index (l)=172025.06 | 1 | |
| HRTConfidence level (alpha)=5%, Feature index (l)=182025.06 | 1 | |
| HRTConfidence level (alpha)=1%, Feature index (l)=182025.06 | 1 | |
| LOCOConfidence level (alpha)=5%, Feature index (l)=142025.06 | 1 | |
| LOCOConfidence level (alpha)=1%, Feature index (l)=142025.06 | 1 | |
| LOCOConfidence level (alpha)=5%, Feature index (l)=172025.06 | 1 | |
| Deep KnockoffConfidence level (alpha)=5%, Feature index (l)=162025.06 | 1 | |
| Deep KnockoffConfidence level (alpha)=1%, Feature index (l)=162025.06 | 1 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=132025.06 | 0 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=132025.06 | 0 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=142025.06 | 0 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=142025.06 | 0 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=152025.06 | 0 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=152025.06 | 0 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=162025.06 | 0 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=162025.06 | 0 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=172025.06 | 0 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=172025.06 | 0 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=182025.06 | 0 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=182025.06 | 0 | |
| AICOConfidence level (alpha)=5%, Feature index (l)=192025.06 | 0 | |
| AICOConfidence level (alpha)=1%, Feature index (l)=192025.06 | 0 | |
| CPTConfidence level (alpha)=5%, Feature index (l)=172025.06 | 0 | |
| CPTConfidence level (alpha)=1%, Feature index (l)=172025.06 | 0 | |
| CPTConfidence level (alpha)=5%, Feature index (l)=182025.06 | 0 | |
| CPTConfidence level (alpha)=1%, Feature index (l)=182025.06 | 0 | |
| CPTConfidence level (alpha)=1%, Feature index (l)=192025.06 | 0 | |
| LOCOConfidence level (alpha)=1%, Feature index (l)=172025.06 | 0 |