Table 2.
RMSE calculated using multiple settings for all baseline methods.
Dataset | Setting | Method/reference of results | |||||
---|---|---|---|---|---|---|---|
KronRLS | SimBoost | DeepDTA | PADME-EFP | PADME-GC | WideDTA | ||
Davis (Kd) |
s1 | 0.608*** 0.61562** 0.57294* |
0.247 0.53103** 0.48197* |
0.5109 | 0.43219 | 0.43225 | 0.5119 |
s2 | 0.84048* | N/A | N/A | 0.78535 | 0.80644 | N/A | |
s3 | 0.65964* | N/A | N/A | 0.56005 | 0.57840 | N/A | |
Metz (Ki) |
s1 | 0.562***0.78128* | 0.1660 0.58154* |
N/A | 0.55293 | 0.59926 | N/A |
s2 | 0.78429* | N/A | N/A | 0.71170 | 0.74292 | N/A | |
s3 | 0.89889* | N/A | N/A | 0.79154 | 0.81893 | N/A | |
KIBA | s1 | 0.620*** 0.64109** 0.65664* |
0.204 0.47117** 0.46888* |
0.4405 | 0.43214 | 0.418691 | 0.42308 |
s2 | 0.70243* | N/A | N/A | 0.60201 | 0.62029 | N/A | |
s3 | 0.68111* | N/A | N/A | 0.61677 | 0.62345 | N/A | |
ToxCast | s1 | N/A | N/A | N/A | 0.40563 | 0.40779 | N/A |
s2 | N/A | N/A | N/A | 0.4485 | 0.44502 | N/A | |
s3 | N/A | N/A | N/A | 0.48698 | 0.49439 | N/A |
The star symbols denote results that are not self-reported, i.e., the single star
indicates that PADME reported the other methods results, double stars
indicates that DeepDTA reported the other methods results, and the triple stars
indicates that SimBoost reported the other methods results. Missing data are indicated with N/A. The best values for each setting are indicated in bold font.