Multiobjective Genetic Algorithm and Convolutional Neural Network Based COVID-19 Identification in Chest X-Ray Images

Algorithm 2

Multiobjective optimization.

	output: PF represents the Pareto front. /
	input: COVID-19 training dataset, CNN, random population
	begin
(1)	Set random solution as hyperparameters of CNN;
(2)   Apply CNN on COVID-19 training dataset;
(3)	Validate CNN on the same fraction of COVID-19 training dataset;
(4)    Evaluate confusion matrix based on the actual and predicted values;
(5)	;
(6)	;
(7)	return{}
	end
Note. represents the Pareto front.