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. 2022 Mar 14;13:800853. doi: 10.3389/fgene.2022.800853

TABLE 2.

The hyperparameter searching space of the DL models for searching with Bayesian optimization.

Hyperparameters for searching
Hyperparameter Options for searching
Conv-BRITE-filters-1 32, 40, 48, 56, 64
Conv-BRITE-filters-2 80, 96, 112, 128
Dense-BRITE-units 128, 144, 192, 256
Dropout-rate-BRITE 0.1, 0.2, 0.3
Conv-pathway-filters-1 32, 40, 48, 56, 64
Conv-pathway-filters-2 80, 96, 112, 128
Dense-pathway-units 128, 144, 192, 256
Dropout-rate-pathway 0.1, 0.2, 0.3
Dense-1-units 64, 128, 144, 192, 256
Dropout-rate-1 0.3, 0.4, 0.5
Dense-2-units 32, 64, 128
Dropout-rate-2 0.3, 0.4, 0.5
Learning-rate 0.001, 0.002, 0.003