The superiority verification of morphological features in the EEG-based assessment of depression

A major depressive disorder classification framework based on EEG signals using statistical, spectral, wavelet, functional connectivity, and nonlinear analysis

(2021) Reza Akbari Movahed et al.   JOURNAL OF NEUROSCIENCE METHODS

Spontaneous traveling waves naturally emerge from horizontal fiber time delays and travel through locally asynchronous-irregular states

(2021) Zachary W. Davis et al.   Nature Communications

Rapid adaptation of brain–computer interfaces to new neuronal ensembles or participants via generative modelling

(2021) Shixian Wen et al.   Nature Biomedical Engineering

EEG based emotion recognition using fusion feature extraction method

(2020) Qiang Gao et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Emotional EEG classification using connectivity features and convolutional neural networks

(2020) Seong-Eun Moon et al.   NEURAL NETWORKS

Influence of music liking on EEG based emotion recognition

(2020) Daimi Syed Naser et al.   Biomedical Signal Processing and Control

Cascaded LSTM recurrent neural network for automated sleep stage classification using single-channel EEG signals

(2019) Nicola Michielli et al.   COMPUTERS IN BIOLOGY AND MEDICINE

A Review of Recurrent Neural Networks: LSTM Cells and Network Architectures

(2019) Yong Yu et al.   NEURAL COMPUTATION

Depression biomarkers using non-invasive EEG: A review

(2019) Fernando Soares de Aguiar Neto et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Classification of Depression Patients and Normal Subjects Based on Electroencephalogram (EEG) Signal Using Alpha Power and Theta Asymmetry

(2019) Shalini Mahato et al.   JOURNAL OF MEDICAL SYSTEMS

Automated EEG-based screening of depression using deep convolutional neural network

(2018) U. Rajendra Acharya et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Methods for classifying depression in single channel EEG using linear and nonlinear signal analysis

(2018) Maie Bachmann et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Specificity of spontaneous EEG associated with different levels of cognitive and communicative dysfunctions in children

(2018) Nadezhda Ju. Kozhushko et al.   INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY

Neurophysiological correlates of depressive symptoms in young adults: A quantitative EEG study

(2018) Poh Foong Lee et al.   JOURNAL OF CLINICAL NEUROSCIENCE

Individuals with depressive tendencies experience difficulty in forgetting negative material: two mechanisms revealed by ERP data in the directed forgetting paradigm

(2018) Hui Xie et al.   Scientific Reports

Study on Feature Selection Methods for Depression Detection Using Three-Electrode EEG Data

(2018) Hanshu Cai et al.   Interdisciplinary Sciences-Computational Life Sciences

Altered cortical functional network in major depressive disorder: A resting-state electroencephalogram study

(2018) Miseon Shim et al.   NeuroImage-Clinical

A Systematic Review for Human EEG Brain Signals Based Emotion Classification, Feature Extraction, Brain Condition, Group Comparison

(2018) Mohamed Hamada et al.   JOURNAL OF MEDICAL SYSTEMS

Global, regional, and national incidence, prevalence, and years lived with disability for 354 diseases and injuries for 195 countries and territories, 1990–2017: a systematic analysis for the Global Burden of Disease Study 2017

(2018) Spencer L James et al.   LANCET

Algorithm for automatic EEG classification according to the epilepsy type: Benign focal childhood epilepsy and structural focal epilepsy

(2018) Andrius Vytautas Misiukas Misiūnas et al.   Biomedical Signal Processing and Control

Automatic Detection and Classification of High-Frequency Oscillations in Depth-EEG Signals

(2017) Nisrine Jrad et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Major Depression Detection from EEG Signals Using Kernel Eigen-Filter-Bank Common Spatial Patterns

(2017) Shih-Cheng Liao et al.   SENSORS

Where Does EEG Come From and What Does It Mean?

(2017) Michael X Cohen   TRENDS IN NEUROSCIENCES

A wavelet-based technique to predict treatment outcome for Major Depressive Disorder

(2017) Wajid Mumtaz et al.   PLoS One

Beta oscillations in major depression – signalling a new cortical circuit for central executive function

(2017) Yuezhi Li et al.   Scientific Reports

Evidence of successful modulation of brain activation and subjective experience during reappraisal of negative emotion in unmedicated depression

(2013) Daniel Gerard Dillon et al.   PSYCHIATRY RESEARCH-NEUROIMAGING

Classifying depression patients and normal subjects using machine learning techniques and nonlinear features from EEG signal

(2012) Behshad Hosseinifard et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Evaluation of Empirical Mode Decomposition for Event-Related Potential Analysis

(2011) N. Williams et al.   EURASIP Journal on Advances in Signal Processing

Frontal EEG asymmetry during emotional challenge differentiates individuals with and without lifetime major depressive disorder

(2010) Jennifer L. Stewart et al.   JOURNAL OF AFFECTIVE DISORDERS

Electroencephalographic spectral asymmetry index for detection of depression

(2009) Hiie Hinrikus et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING