TABLE 1.
Distributions of the training, validation, and test sets in fine-tuning l1, l2, and l3. Before fine-tuning, the model was first pre-trained on the source data. While train/validation/test set distributions were 80%/10%/10% in pre-training and training-from-scratch, the train data in fine-tuning systematically lowered. Set sizes of fine-tuning l3 have been used in analyses where the training strategy was compared to pre-training and training-from-scratch. Distributions in absolute subject numbers with percentages in parentheses.
Name | Train/validation/test set distributions in OSA and insomnia datasets (N = 60) | Train/validation/test set distribution for RBD datasets (N = 22) |
---|---|---|
Fine-tuning l1 | 6/6/6 (10%/10%/10%) | 6/2/2 (30%/10%/10%) |
Fine-tuning l2 | 12/6/6 (20%/10%/10%) | 12/2/2 (55%/10%/10%) |
Fine-tuning l3 | 24/6/6 (40%/10%/10%) | 18/2/2 (80%/10%/10%) |