Table 3. Details about the experimental setups for our four testing series concerning number of samples, phases per mixture, and the minimum wps for our training, validation and testing sets.
The parameters of the validation sets correspond to the series and model variants but feature only 50 000 samples.
| Training set (and validation set) | Test set | ||||||
|---|---|---|---|---|---|---|---|
| Experiment series | Model variant | Number of samples | Phases per mixture | Minimum wp | Number of samples | Phases per mixture | Minimum wp |
| Series A | 1–8 | 100 000 | 5 | 2 | 50 000 | 5 | 2 |
| For all possible combinations | With all three variations present | ||||||
| Series B | 1 | 100 000 | 3 | 10 | 50 000 | 3 | 1 |
| 2 | 100 000 | 3 | 5 | ||||
| 3 | 100 000 | 3 | 2 | ||||
| Series C | 1 | 100 000 | 3 | 2 | 50 000 | 3–8 | 2 |
| 2 | 100 000 | 5 | 2 | ||||
| 3 | 100 000 | 7 | 2 | ||||
| Series D | 1 | 5000 | 7 | 2 | 50 000 | 3–8 | 2 |
| 2 | 10 000 | 7 | 2 | ||||
| 3 | 25 000 | 7 | 2 | ||||
| 4 | 50 000 | 7 | 2 | ||||
| 5 | 100 000 | 7 | 2 | ||||
| 6 | 250 000 | 7 | 2 | ||||
| 7 | 500 000 | 7 | 2 | ||||