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. 2020 Jul 13;9(7):e16843. doi: 10.2196/16843

Table 1.

Specification of the hyperparameter space for the model B family. Minibatch size and dropout rate are quantified to avoid an exhaustive search.

Model Hyperparameter Original value range Quantified values
B1 Minibatch size {1-infinity} {32, 64, 128, 256, 512}
B2 Batch normalization {on, off} {on, off}
B3 Weight normalization {on, off} {on, off}
B4 Dropout rate {0-1} {0, 0.1, 0.2, 0.3, 0.4, 0.5}