“…The works (Abdulhay et al, 2009; Abdulhay, Alafeef, Alzghoul, et al, 2020; Abdulhay, Alafeef, Abdelhay, & Al‐Bashir, 2020; Abdulhay, Alafeef, Hadoush, & Arunkumar, 2020, Abdulhay et al, 2017; Hadoush et al, 2019b; Oweis & Abdulhay, 2011)—previously led by the first author—have illustrated that EEG examination through methods—based on Fourier transform (Duffy & Als, 2012; Wu et al, 2018), wavelet computations (Ahmadlou et al, 2010; Djemal et al, 2017), fractal analysis methods (Ahmadlou et al, 2010), and some time‐scale based feature extractors (Bosl et al, 2011)—are too sensitive to mother wavelet or apriori knowledge/assumptions. Based on those findings, there is a real need to use a different technique: nonlinear, data driven with no apriori assumptions.…”