The successful discrimination of depression from EEG could be attributed to proper feature extraction and not to a particular classification method

Scale-free behaviour and metastable brain-state switching driven by human cognition, an empirical approach

(2019) Aldo Mora-Sánchez et al.   Cognitive Neurodynamics

Computer-aided classifying and characterizing of methamphetamine use disorder using resting-state EEG

(2019) Hassan Khajehpour et al.   Cognitive Neurodynamics

Functional and effective connectivity based features of EEG signals for object recognition

(2019) Taban Fami Tafreshi et al.   Cognitive Neurodynamics

Detecting epileptic seizure with different feature extracting strategies using robust machine learning classification techniques by applying advance parameter optimization approach

(2018) Lal Hussain   Cognitive Neurodynamics

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

Predicting tDCS treatment outcomes of patients with major depressive disorder using automated EEG classification

(2017) Alaa M. Al-Kaysi et al.   JOURNAL OF AFFECTIVE DISORDERS

Frontal alpha asymmetry as a diagnostic marker in depression: Fact or fiction? A meta-analysis

(2017) Nikita van der Vinne et al.   NeuroImage-Clinical

A Pilot Study of Possible Easy-to-Use Electrophysiological Index for Early Detection of Antidepressive Treatment Non-Response

(2017) Goded Shahaf et al.   Frontiers in Psychiatry

Classification of epileptic seizures using wavelet packet log energy and norm entropies with recurrent Elman neural network classifier

(2016) S. Raghu et al.   Cognitive Neurodynamics

Development of Health Parameter Model for Risk Prediction of CVD Using SVM

(2016) P. Unnikrishnan et al.   Computational and Mathematical Methods in Medicine

EEG beta and low gamma power correlates with inattention in patients with major depressive disorder

(2016) Sang-Choong Roh et al.   JOURNAL OF AFFECTIVE DISORDERS

A Novel Depression Diagnosis Index Using Nonlinear Features in EEG Signals

(2015) U. Rajendra Acharya et al.   EUROPEAN NEUROLOGY

EEG entropy measures in anesthesia

(2015) Zhenhu Liang et al.   Frontiers in Computational Neuroscience

Automated Classification of Depression Electroencephalographic Signals Using Discrete Cosine Transform and Nonlinear Dynamics

(2015) G. Muralidhar Bairy et al.   Journal of Medical Imaging and Health Informatics

Memory load effect in auditory–verbal short-term memory task: EEG fractal and spectral analysis

(2015) Miodrag Stokić et al.   EXPERIMENTAL BRAIN RESEARCH

Automatic Classification of Laser-Induced Breakdown Spectroscopy (LIBS) Data of Protein Biomarker Solutions

(2014) David Pokrajac et al.   APPLIED SPECTROSCOPY

Relation Between Structural and Functional Connectivity in Major Depressive Disorder

(2013) Bart de Kwaasteniet et al.   BIOLOGICAL PSYCHIATRY

Spectral Asymmetry and Higuchi’s Fractal Dimension Measures of Depression Electroencephalogram

(2013) Maie Bachmann et al.   Computational and Mathematical Methods in Medicine

Disturbed resting state EEG synchronization in bipolar disorder: A graph-theoretic analysis

(2013) Dae-Jin Kim et al.   NeuroImage-Clinical

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

Fractality analysis of frontal brain in major depressive disorder

(2012) Mehran Ahmadlou et al.   INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY

Disability-adjusted life years (DALYs) for 291 diseases and injuries in 21 regions, 1990–2010: a systematic analysis for the Global Burden of Disease Study 2010

(2012) Christopher J L Murray et al.   LANCET

Modeling the relationship between Higuchi’s fractal dimension and Fourier spectra of physiological signals

(2012) Aleksandar Kalauzi et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

State-dependent changes in hippocampal grey matter in depression

(2012) D Arnone et al.   MOLECULAR PSYCHIATRY

Comparative study of approximate entropy and sample entropy robustness to spikes

(2011) Antonio Molina-Picó et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Brain’s alpha activity is highly reduced in euthymic bipolar disorder patients

(2011) E. Başar et al.   Cognitive Neurodynamics

Magnetic resonance imaging studies in unipolar depression: Systematic review and meta-regression analyses

(2011) D. Arnone et al.   EUROPEAN NEUROPSYCHOPHARMACOLOGY

A meta-analysis of whole-brain diffusion tensor imaging studies in bipolar disorder

(2011) François-Eric Vederine et al.   PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY

Disorder specificity despite comorbidity: Resting EEG alpha asymmetry in major depressive disorder and post-traumatic stress disorder

(2010) A.H. Kemp et al.   BIOLOGICAL PSYCHOLOGY

What is wrong in Katz’s method? Comments on: “A note on fractal dimensions of biomedical waveforms”

(2010) Paolo Castiglioni   COMPUTERS IN BIOLOGY AND MEDICINE

Electrophysiological changes in late life depression and their relation to structural brain changes

(2010) Sebastian Köhler et al.   INTERNATIONAL PSYCHOGERIATRICS

Brain volume abnormalities in major depressive disorder: A meta-analysis of magnetic resonance imaging studies

(2009) P. Cédric M.P. Koolschijn et al.   HUMAN BRAIN MAPPING

EEG sources in a group of patients with major depressive disorders

(2008) Josefina Ricardo-Garcell et al.   INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY