From: Dose–response prediction for in-vitro drug combination datasets: a probabilistic approach
Latent GP | Dose response | |||||
---|---|---|---|---|---|---|
\(r_d\) | \(r_c\) | wRMSE | Pearson’s r | wRMSE | Pearson’s r | |
PIICM | 200 | 10 | 0.3767 | 0.5336 | 0.0680 (0.0724) | 0.9800 (0.9733) |
PIICM (no invariance) | 100 | 10 | 1.1231 | 0.1895 | 0.1857 (0.0724) | 0.8815 (0.9733) |
PIICM (no measurement error) | 200 | 10 | 1.6459 | 0.1731 | 0.2120 (0.0724) | 0.8349 (0.9733) |