Table 5.

Encoder network parameters (I: input channel size, O: output channel size, K: kernel size, S: stride size, P: padding size, R: (dropout) rate, Avg.: average pooling.).

	Conv1d	ReLU + Dropout	Conv1d	Dropout	Pooling
Channel 1 (Lab tests)	I: 1, O: 8, K: 5, S: 2, P: 0	R: 0.3	I: 8, O: 1, K: 3, S: 1, P: 0	R: 0.3	Avg.
Channel 2 (Vital Sign Observ.)	I: 1, O: 8, K: 2, S: 2, P: 1	R: 0.3	I: 8, O: 1, K: 2, S: 2, P: 1	R: 0.3	Avg.
Channel 3 (Medication)	I: 1, O: 8, K: 3, S: 2, P: 0	R: 0.3	I: 8, O: 1, K: 3, S: 2, P: 0	R: 0.3	Avg.