Cross-validated adaboost classification of emotion regulation strategies identified by spectral coherence in resting-state

S Aydın - Neuroinformatics, 2022 - Springer
In the present study, quantitative relations between Cognitive Emotion Regulation strategies
(CERs) and EEG synchronization levels have been investigated for the first time. For this …

Intensification of functional neural control on heartbeat dynamics in subclinical depression

V Catrambone, S Messerotti Benvenuti, C Gentili… - Translational …, 2021 - nature.com
Subclinical depression (dysphoria) is a common condition that may increase the risk of
major depression and leads to impaired quality of life and severe comorbid somatic …

Reduction in left frontal alpha oscillations by transcranial alternating current stimulation in major depressive disorder is context dependent in a randomized clinical trial

J Riddle, ML Alexander, CE Schiller… - Biological Psychiatry …, 2022 - Elsevier
Background Left frontal alpha oscillations are associated with decreased approach
motivation and have been proposed as a target for noninvasive brain stimulation for the …

Resting-state electroencephalography of neural oscillation and functional connectivity patterns in late-life depression

Z Wu, X Zhong, G Lin, Q Peng, M Zhang, H Zhou… - Journal of Affective …, 2022 - Elsevier
Background The clinical manifestations of late-life depression (LLD) are highly
heterogeneous. Currently, abnormal characteristics of resting-state electroencephalography …

EEG Network Analysis of Depressive Emotion Interference Spatial Cognition Based on a Simulated Robotic Arm Docking Task

K Yang, Y Hu, Y Zeng, L Tong, Y Gao, C Pei, Z Li… - Brain Sciences, 2023 - mdpi.com
Depressive emotion (DE) refers to clinically relevant depressive symptoms without meeting
the diagnostic criteria for depression. Studies have demonstrated that DE can cause spatial …

[HTML][HTML] Prediction of brain sex from EEG: using large-scale heterogeneous dataset for developing a highly accurate and interpretable ML model

M Khayretdinova, I Zakharov, P Pshonkovskaya… - NeuroImage, 2024 - Elsevier
This study presents a comprehensive examination of sex-related differences in resting-state
electroencephalogram (EEG) data, leveraging two different types of machine learning …

Alpha transcranial alternating current stimulation reduces depressive symptoms in people with schizophrenia and auditory hallucinations: a double-blind, randomized …

M Zhang, RB Force, C Walker, S Ahn, LF Jarskog… - Schizophrenia, 2022 - nature.com
People with schizophrenia exhibit reduced alpha oscillations and frontotemporal
coordination of brain activity. Alpha oscillations are associated with top-down inhibition …

Cross-subject classification of depression by using multiparadigm EEG feature fusion

J Yang, Z Zhang, Z Fu, B Li, P Xiong, X Liu - Computer Methods and …, 2023 - Elsevier
Background and objective The aim of this study is to solve the non-stationarity and
complexity characteristics and huge individual differences in the electroencephalogram …

A brief overview on analysis and feature extraction of electroencephalogram signals

N Behzadfar - Signal Processing and Renewable Energy, 2022 - spre.stb.iau.ir
Human brain cells are active even during sleep and communicate through electrical
impulses. Electroencephalogram (EEG) signals can be used to extract the correct …

Theta oscillations: A rhythm difference comparison between major depressive disorder and anxiety disorder

Y Zhang, L Lei, Z Liu, M Gao, Z Liu, N Sun… - Frontiers in …, 2022 - frontiersin.org
Background Due to substantial comorbidities of major depressive disorder (MDD) and
anxiety disorder (AN), these two disorders must be distinguished. Accurate identification and …