Recent Approaches on Classification and Feature Extraction of EEG Signal: A Review

A novel method of motor imagery classification using eeg signal

(2020) Venkatachalam K. et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

A Survey of Research Hotspots and Frontier Trends of Recommendation Systems from the Perspective of Knowledge Graph

(2020) Bilin Shao et al.   EXPERT SYSTEMS WITH APPLICATIONS

EEG based emotion recognition using fusion feature extraction method

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

Feasibility of spectral domain techniques for the classification of non-stationary signals

(2020) T. Thaj Mary Delsy et al.   Journal of Ambient Intelligence and Humanized Computing

A new stable nonlinear textural feature extraction method based EEG signal classification method using substitution Box of the Hamsi hash function: Hamsi pattern

(2020) Turker Tuncer   APPLIED ACOUSTICS

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

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

A vision-based approach for fall detection using multiple cameras and convolutional neural networks: A case study using the UP-Fall detection dataset

(2019) Ricardo Espinosa et al.   COMPUTERS IN BIOLOGY AND MEDICINE

A novel multi-modal machine learning based approach for automatic classification of EEG recordings in dementia

(2019) Cosimo Ieracitano et al.   NEURAL NETWORKS

Multi-kernel extreme learning machine for EEG classification in brain-computer interfaces

(2018) Yu Zhang et al.   EXPERT SYSTEMS WITH APPLICATIONS

A review of classification algorithms for EEG-based brain–computer interfaces: a 10 year update

(2018) F Lotte et al.   Journal of Neural Engineering

Detection of Human Falls on Furniture Using Scene Analysis Based on Deep Learning and Activity Characteristics

(2018) Weidong Min et al.   IEEE Access

Unsupervised EEG Feature Extraction Based on Echo State Network

(2018) Leilei Sun et al.   INFORMATION SCIENCES

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

Automatic Classification of Gait Impairments Using a Markerless 2D Video-Based System

(2018) Tanmay Verlekar et al.   SENSORS

Using Kinect to classify Parkinson’s disease stages related to severity of gait impairment

(2018) Lacramioara Dranca et al.   BMC BIOINFORMATICS

Walking on a treadmill improves the stride length-cadence relationship in individuals with Parkinson’s disease

(2018) M. Ambrus et al.   GAIT & POSTURE

Gait analysis and clinical correlations in early Parkinson�s disease

(2017) Michele Pistacchi   FUNCTIONAL NEUROLOGY

Analysis of Time - Frequency EEG Feature Extraction Methods for Mental Task Classification

(2017) Caglar Uyulan et al.   International Journal of Computational Intelligence Systems

Towards the automated localisation of targets in rapid image-sifting by collaborative brain-computer interfaces

(2017) Ana Matran-Fernandez et al.   PLoS One

Classification of EEG Signals Based on Pattern Recognition Approach

(2017) Hafeez Ullah Amin et al.   Frontiers in Computational Neuroscience

Improving BCI-based emotion recognition by combining EEG feature selection and kernel classifiers

(2016) John Atkinson et al.   EXPERT SYSTEMS WITH APPLICATIONS

Feature extraction and classification for EEG signals using wavelet transform and machine learning techniques

(2015) Hafeez Ullah Amin et al.   AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE

Designing a robust feature extraction method based on optimum allocation and principal component analysis for epileptic EEG signal classification

(2015) Siuly Siuly et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Bayesian classification and analysis of gait disorders using image and depth sensors of Microsoft Kinect

(2015) Aleš Procházka et al.   DIGITAL SIGNAL PROCESSING

A technique for classification and decomposition of muscle signal for control of myoelectric prostheses based on wavelet statistical classifier

(2015) Karan Veer   MEASUREMENT

Classification of Parkinson's Disease Gait Using Spatial-Temporal Gait Features

(2015) Ferdous Wahid et al.   IEEE Journal of Biomedical and Health Informatics

Emotional state classification from EEG data using machine learning approach

(2013) Xiao-Wei Wang et al.   NEUROCOMPUTING

Augmented Feedback Using Visual Cues for Movement Smoothness during Gait Performance of Individuals with Parkinson^|^rsquo;s Disease

(2012) Sujin Hwang et al.   Journal of Physical Therapy Science

Automatic feature extraction using genetic programming: An application to epileptic EEG classification

(2011) Ling Guo et al.   EXPERT SYSTEMS WITH APPLICATIONS

Clustering technique-based least square support vector machine for EEG signal classification

(2010) Siuly et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

EEG signal classification using PCA, ICA, LDA and support vector machines

(2010) Abdulhamit Subasi et al.   EXPERT SYSTEMS WITH APPLICATIONS

Brain–computer interface for single-trial EEG classification for wrist movement imagery using spatial filtering in the gamma band

(2010) Y.U. Khan et al.   IET Signal Processing

Online Detection of Broken Rotor Bars in Induction Motors by Wavelet Packet Decomposition and Artificial Neural Networks

(2009) A. Sadeghian et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Construction of Optimum Wavelet Packets for Multi-Carrier Based Spectrum Pooling Systems

(2009) M. K. Lakshmanan et al.   WIRELESS PERSONAL COMMUNICATIONS

Comparative Analysis of Spectral Approaches to Feature Extraction for EEG-Based Motor Imagery Classification

(2008) P. Herman et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

A Prior Neurophysiologic Knowledge Free Tensor-Based Scheme for Single Trial EEG Classification

(2008) Jie Li et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING