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Comparison of predictive performance of RF and FRF with functional data input from HMS-LINCS where AUC, IC25, IC50 & IC75 values of proteomic dose-expression curves are used as input features.
| Model | Input Feature Description | #Features | #Models | MAE |
|---|---|---|---|---|
| RF | Protein Expression | 143 | 7 | 0.2656 |
| FRF | Protein Expression | 143 | 1 | 0.2602 |
| AUC, IC25, IC50 & IC75 of dose-expression curve | 84 | 1 | 0.2255 | |
| IC25, IC50 & IC75 of dose-expression curve | 63 | 1 | 0.2154 |
Bold value indicates the best performance.
