The incredible complexity of physiological signals, along with the awareness that physiological time series contains hidden information, has sparked a surge in the interest to conduct neuroscientific research. The human brain is one of the most significant instances of intricate physiologic oscillations as recorded through Electroencephalogram (EEG). In this article, we propose a methodology...