A Survey on EEG Signal Processing Techniques and Machine Learning: Applications to the Neurofeedback of Autobiographical Memory Deficits in Schizophrenia

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(2021) Joaquim Massana et al.   NEUROINFORMATICS

A hybrid deep neural network for classification of schizophrenia using EEG Data

(2021) Jie Sun et al.   Scientific Reports

Advanced EEG-based learning approaches to predict schizophrenia: Promises and pitfalls

(2021) Carla Barros et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Machine Learning for detection of Interictal Epileptiform Discharges

(2021) Catarina da Silva Lourenço et al.   CLINICAL NEUROPHYSIOLOGY

Synthetic Biological Signals Machine-Generated by GPT-2 Improve the Classification of EEG and EMG Through Data Augmentation

(2021) Jordan J. Bird et al.   IEEE Robotics and Automation Letters

A novel multi-class imbalanced EEG signals classification based on the adaptive synthetic sampling (ADASYN) approach

(2021) Adi Alhudhaif   PeerJ Computer Science

An Interpretable Machine Learning Method for the Detection of Schizophrenia Using EEG Signals

(2021) Manuel A. Vázquez et al.   Frontiers in Systems Neuroscience

Automatic classification of schizophrenia patients using resting-state EEG signals

(2021) Hossein Najafzadeh et al.   Physical and Engineering Sciences in Medicine

A deep learning approach in automated detection of schizophrenia using scalogram images of EEG signals

(2021) Zülfikar Aslan et al.   Physical and Engineering Sciences in Medicine

Estimation of phase in EEG rhythms for real-time applications

(2020) James R McIntosh et al.   Journal of Neural Engineering

EEG based multi-class seizure type classification using convolutional neural network and transfer learning

(2020) S. Raghu et al.   NEURAL NETWORKS

Space–Time–Frequency Multi-Sensor Analysis for Motor Cortex Localization Using Magnetoencephalography

(2020) Vincent Auboiroux et al.   SENSORS

Machine learning for classification and prediction of brain diseases: recent advances and upcoming challenges

(2020) Ninon Burgos et al.   CURRENT OPINION IN NEUROLOGY

Data Augmentation for Deep-Learning-Based Electroencephalography

(2020) Elnaz Lashgari et al.   JOURNAL OF NEUROSCIENCE METHODS

A machine learning window into brain waves

(2020) Xi-Nian Zuo   NEUROSCIENCE

Complex networks and deep learning for EEG signal analysis

(2020) Zhongke Gao et al.   Cognitive Neurodynamics

Identification of Children at Risk of Schizophrenia via Deep Learning and EEG Responses

(2020) David Ahmedt-Aristizabal et al.   IEEE Journal of Biomedical and Health Informatics

SimMEEG software for simulating event-related MEG and EEG data with underlying functional connectivity

(2020) Anthony T. Herdman   JOURNAL OF NEUROSCIENCE METHODS

EpilepsyGAN: Synthetic Epileptic Brain Activities With Privacy Preservation

(2020) Damian Pascual et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Generative Adversarial Networks-Based Data Augmentation for Brain–Computer Interface

(2020) Fatemeh Fahimi et al.   IEEE Transactions on Neural Networks and Learning Systems

Removal of Artifacts from EEG Signals: A Review

(2019) Xiao Jiang et al.   SENSORS

Deep learning for Electroencephalogram (EEG) classification tasks: A review

(2019) Alexander Craik et al.   Journal of Neural Engineering

Feature extraction of four-class motor imagery EEG signals based on functional brain network

(2019) Qingsong Ai et al.   Journal of Neural Engineering

Electroencephalography

(2019) Andrea Biasiucci et al.   CURRENT BIOLOGY

A Dementia Classification Framework Using Frequency and Time-Frequency Features Based on EEG Signals

(2019) Pholpat Durongbhan et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

EEG Signal Processing in MI-BCI Applications With Improved Covariance Matrix Estimators

(2019) Javier Olias et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Automated brain histology classification using machine learning

(2019) Justin Ker et al.   JOURNAL OF CLINICAL NEUROSCIENCE

Whole Volume Brain Extraction for Multi-Centre, Multi-Disease FLAIR MRI Datasets

(2019) April Khademi et al.   MAGNETIC RESONANCE IMAGING

Non-invasive brain stimulation: From brain physiology to clinical opportunity

(2019) Giacomo Koch et al.   NEUROSCIENCE LETTERS

A Lasso quantile periodogram based feature extraction for EEG-based motor imagery

(2019) Aymen Meziani et al.   JOURNAL OF NEUROSCIENCE METHODS

A History of the Lobes of the Brain

(2019) Stephanie M. Casillo et al.   World Neurosurgery

Progress in EEG: Multi-subject Decomposition and Other Advanced Signal Processing Approaches

(2018) René J. Huster et al.   BRAIN TOPOGRAPHY

Machine learning in major depression: From classification to treatment outcome prediction

(2018) Shuang Gao et al.   CNS Neuroscience & Therapeutics

The Neurobiology of Reduced Autobiographical Memory Specificity

(2018) Tom J. Barry et al.   TRENDS IN COGNITIVE SCIENCES

Seizure Classification From EEG Signals Using Transfer Learning, Semi-Supervised Learning and TSK Fuzzy System

(2017) Yizhang Jiang et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Enhancing early consolidation of human episodic memory by theta EEG neurofeedback

(2017) Roman Rozengurt et al.   NEUROBIOLOGY OF LEARNING AND MEMORY

Time-frequency analysis of intracranial EEG in patients with myoclonic seizures

(2016) Ying Sun et al.   BRAIN RESEARCH

Depressive symptoms and autobiographical memory: A pilot electroencephalography (EEG) study

(2016) Gennady G. Knyazev et al.   JOURNAL OF CLINICAL AND EXPERIMENTAL NEUROPSYCHOLOGY

Oscillatory correlates of autobiographical memory

(2015) Gennady G. Knyazev et al.   INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY

EEG artifact removal—state-of-the-art and guidelines

(2015) Jose Antonio Urigüen et al.   Journal of Neural Engineering

Electroencephalographic neurofeedback: Level of evidence in mental and brain disorders and suggestions for good clinical practice

(2015) J.-A. Micoulaud-Franchi et al.   NEUROPHYSIOLOGIE CLINIQUE-CLINICAL NEUROPHYSIOLOGY

A Meta-Analysis of Autobiographical Memory Studies in Schizophrenia Spectrum Disorder

(2015) Fabrice Berna et al.   SCHIZOPHRENIA BULLETIN

Invasive and non-invasive brain stimulation for treatment of neuropathic pain in patients with spinal cord injury: A review

(2014) Raffaele Nardone et al.   JOURNAL OF SPINAL CORD MEDICINE

Rumination and autobiographical memory impairment in patients with schizophrenia

(2014) J.J. Ricarte et al.   SCHIZOPHRENIA RESEARCH

The structural–functional connectome and the default mode network of the human brain

(2013) Andreas Horn et al.   NEUROIMAGE

Brain Computer Interfaces, a Review

(2012) Luis Fernando Nicolas-Alonso et al.   SENSORS

Functional community analysis of brain: A new approach for EEG-based investigation of the brain pathology

(2011) Mehran Ahmadlou et al.   NEUROIMAGE