Semisupervised Seizure Prediction in Scalp EEG Using Consistency Regularization

Algorithm 1

The pseudocode of CSSPM.

Require: = STFT input, .
Require: = ground truth only for labeled input, .
Require: = stochastic Gaussian augmentation function.
Require: = the network with trainable parameters .
Require: = ensembling constant, .
Require: = ramp-up weighting function.
(1)	Initialize the ensemble prediction .
(2)	Initialize the target vector .
(3)	For in do
(4)	For each minibatch do
(5)	.
(6)	.
(7)	.
(8)	.
(9)	Update using Adam optimizer
(10)	end for
(11)	.
(12)	.
(13)	end for
(14)	Return .