Research Article

Optimization-Based Ensemble Feature Selection Algorithm and Deep Learning Classifier for Parkinson’s Disease

Algorithm 1

Levy flights cuckoo search algorithm.
(1)Begin
(2)Objective function with
(3)Generate initial population of N host nests
(4)While (t < MaxGeneration)
(5)Get a cuckoo (say i) randomly by Lévy flights
(6)Evaluate fitness by the accuracy of the classifier
(7)Choose a nest among N (say j) randomly
(8) If
(9)Replace j with the new solution
(10)End
(11)A fraction of worse nest(features in the dataset) are abandoned and new features are built by
(12)Lévy Flights
(13)Keep the best solutions using the accuracy of the feature
(14)End while
(15)Postprocess the results and visualization
(16)End