28. IEEE SİNYAL İŞLEME ve İLETİŞİM UYGULAMALARI KURULTAYI, Gaziantep, Turkey, 5 - 07 October 2020, pp.1-4
https://ieeexplore.ieee.org/document/9302229
The goal of this study is to test the hypothesis
that the neuronal communication pathways, which enable neurocortical transmission, are mostly shaped by individual lifestyle as
well as cognitive ability in managing positive/negative emotions.
For this purpose, 64-channel spontaneous EEG data collected
from participants, who frequently use some of the four defined
emotion regulation strategies (rumination, distraction, cognitive
reappraisal and expressive suppression) and hardly ever use the,
was downloaded from scientific international database called as
LEMON. Since, nerve action potential lasts 2 sec throughout all
phases, single-channel EEG recordings are analyzed into short
segments of 2 s by using Principle Component Analysis (PCA).
Then, the groups are compared to each other with respect to
both local and regional PCA estimations in both eyes-closed and
-opened states. The results show that both visual and auditory as
well as attention required executive functions are influenced by
rumination. PCA is found to be useful and discriminative method
in detecting emotion management capability from spontaneous
neural activities.