Research map / Probabilistic and scientific modeling / Molecules and proteins
NeuralFDR: Learning Discovery Thresholds from Hypothesis Features
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · DataIHW | discoveries: 5074 -> 6222 | Helped |
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · DataIHW(WD) | discoveries: 10382 -> 12153 | Helped |
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · 1D GM | discoveries: 11172 -> 14899 | Helped |
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · 1D slope | discoveries: 12658 -> 15781 | Helped |
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · 2D GM | discoveries: 12175 -> 18844 | Helped |
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · 2D slope | discoveries: 8758 -> 10318 | Helped |
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · 5D GM | discoveries: 11408 -> 18364 | Helped |
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · Airway | discoveries: 4873 -> 6031 | Helped |
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · GTEx-dist | discoveries: 35771 -> 36127 | Helped |
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · GTEx-exp | discoveries: 32195 -> 32214 | Helped |
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · GTEx-PhastCons | discoveries: 30241 -> 30525 | Helped |
| Use a feature-dependent neural threshold rather than IHW group thresholds | Multiple testing procedure · GTEx-2D | discoveries: 35705 -> 37095 | Helped |
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