Dealing with electroencephalogram signals (EEG) is often not easy. The lack of predicability and complexity such non-stationary, noisy high-dimensional challenging. Cross recurrence plots (CRP) have been used extensively to deal the detection subtle changes in signals, even when noise embedded signal. In this contribution, a total 121 children performed visual attention experiments proposed met...