Table I:
List of parameters and their corresponding range of values used in the grid search.
Parameter | Method | |
---|---|---|
DeepBind | DeeperBind | |
Learning rate | le-2, le-3, le-4 | |
Learning rate decay | le-7, le-4, 0.0 | |
Weight decay | le-5, 0.0 | |
LSTM architecture | - | 30, 20, 30:20, 10:10, 10:20 |
Drop out | 0, 0.2, 0.5 | |
Batch size | 40, 100 |