Analysis of our corpus reveals that the predominant application context for EEG-based BRI in recent years falls under HCC, specifically involving the control of robots by the human brain to achieve deliberate goals. Notably, scenarios where applications were aligned with human-centric technologies are...
In addition, the testing of the proposed framework on dataset IVa from BCI competition III increased the accuracy by 3.57%. It is worth mentioning that the DCGAN algorithm did not suffer from training instability as both networks gradually converged, especially under the diverted condition. In [32...
Electroencephalograms (EEGs) display a mixture of rhythmic and broadband fluctuations, the latter manifesting as an apparent 1/f spectral trend. While network oscillations are known to generate rhythmic EEG, the neural basis of broadband EEG remains unex
(DCNN). In addition, the testing of the proposed framework on dataset IVa from BCI competition III increased the accuracy by 3.57%. It is worth mentioning that the DCGAN algorithm did not suffer from training instability as both networks gradually converged, especially under the diverted condition...
This ApEn falls indicating the decrease in the disorder of the EEG signal due to rock/classical music and reflexology. This indicates that, the ∝ wave tends to become more predominant due to the influence of the music and reflexology. Similarly, Correlation Dimension, LLE and Hurst Exponent ...
Asterisks indicate seizures for which preictal patterns have also been identified in a study using ECG data concurrent with the EEG data under analysis (considering that these preictal intervals started before the SPH)26. Preictal patterns were found in both EEG and ECG in 22% of the seizures...
Finally, we also assessed model calibration for the two external validation datasets. The calibration curves for both validation stages are presented in Fig.5. To interpret the plots, if the model line falls above the reference line it is indicative of underestimating the probability of the outcome...
testing. It was found that the best channel selection method is based upon maximum variance during seizure, which led to a seizure detection sensitivity of 96 % and false detection rate of 0.14/h using three channels. The work of Duun-Henriksen et al. [12] falls in the class of filtering...
The shuffling is repeated thousands of times until a distribution of the test sta- tistic value observed under the null hypothesis is generated. If the observed statistic value (i.e., the test statistic associated with the non-shuffled data) falls within the distribution of the null-hypothesis...
However by 6-months-old, the majority of infants display a single peak, usually in the theta range that then increased in frequency with age (Wilkinson et al., 2024a), such that by age 36 months, the dominant peak frequency falls in the alpha range (∼9 Hz). In Fig. 4A, we ...