Motor Imagery EEG Classification Method Based on Adaptive Decision Surface of LDA Classifier

2021 11th International Conference on Bioscience, Biochemistry and Bioinformatics ◽

10.1145/3448340.3448346 ◽

2021 ◽

Author(s):

Banghua Yang ◽

Du Li ◽

BaiHeng Ma ◽

Xuelin Gu ◽

Dewen Kong

Keyword(s):

Motor Imagery ◽

Classification Method ◽

Eeg Classification

Download Full-text

A New Motor Imagery EEG Classification Method FB-TRCSP+RF Based on CSP and Random Forest

IEEE Access ◽

10.1109/access.2018.2860633 ◽

2018 ◽

Vol 6 ◽

pp. 44944-44950 ◽

Author(s):

Ranran Zhang ◽

Xiaoyan Xiao ◽

Zhi Liu ◽

Wei Jiang ◽

Jianwen Li ◽

...

Keyword(s):

Random Forest ◽

Motor Imagery ◽

Classification Method ◽

Eeg Classification

Download Full-text

Motor Imagery EEG Classification Method using EMD and FFT

Journal of KIISE ◽

10.5626/jok.2014.41.12.1050 ◽

2014 ◽

Vol 41 (12) ◽

pp. 1050-1057

Author(s):

David Lee ◽

Hee-Jae Lee ◽

Sang-Goog Lee

Keyword(s):

Motor Imagery ◽

Classification Method ◽

Eeg Classification

Download Full-text

Multi-class motor imagery EEG classification method with high accuracy and low individual differences based on hybrid neural network

Journal of Neural Engineering ◽

10.1088/1741-2552/ac1ed0 ◽

2021 ◽

Author(s):

Jinzhen Liu ◽

Fangfang Ye ◽

Hui Xiong

Keyword(s):

Neural Network ◽

Individual Differences ◽

Motor Imagery ◽

High Accuracy ◽

Classification Method ◽

Hybrid Neural Network ◽

Eeg Classification

Download Full-text

The motor imagery EEG classification method combining common spatial pattern and ensemble learning

10.1109/ccisp52774.2021.9639289 ◽

2021 ◽

Author(s):

Chenxiao Du ◽

Chenyun Shi ◽

Huang Huang ◽

Xiaopei Wu

Keyword(s):

Spatial Pattern ◽

Ensemble Learning ◽

Motor Imagery ◽

Classification Method ◽

Common Spatial Pattern ◽

Eeg Classification

Download Full-text

EEG Classification-based Comparison Study of Motor-Imagery Brain-Computer Interface

10.1109/icrami52622.2021.9585902 ◽

2021 ◽

Author(s):

Kheira Djelloul ◽

Abdelkader Nasreddine Belkacem

Keyword(s):

Motor Imagery ◽

Brain Computer Interface ◽

Computer Interface ◽

Comparison Study ◽

Eeg Classification

Download Full-text

A novel classification method for EEG-based motor imagery with narrow band spatial filters and deep convolutional neural network

Cognitive Neurodynamics ◽

10.1007/s11571-021-09721-x ◽

2021 ◽

Author(s):

Senwei Xu ◽

Li Zhu ◽

Wanzeng Kong ◽

Yong Peng ◽

Hua Hu ◽

...

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Motor Imagery ◽

Narrow Band ◽

Deep Convolutional Neural Network ◽

Classification Method ◽

Spatial Filters

Download Full-text

Single-trial EEG classification of motor imagery using deep convolutional neural networks

Optik ◽

10.1016/j.ijleo.2016.10.117 ◽

2017 ◽

Vol 130 ◽

pp. 11-18 ◽

Author(s):

Zhichuan Tang ◽

Chao Li ◽

Shouqian Sun

Keyword(s):

Neural Networks ◽

Motor Imagery ◽

Convolutional Neural Networks ◽

Single Trial ◽

Deep Convolutional Neural Networks ◽

Eeg Classification

Download Full-text

Continuous EEG Classification During Motor Imagery—Simulation of an Asynchronous BCI

IEEE Transactions on Neural Systems and Rehabilitation Engineering ◽

10.1109/tnsre.2004.827220 ◽

2004 ◽

Vol 12 (2) ◽

pp. 258-265 ◽

Author(s):

G. Townsend ◽

B. Graimann ◽

G. Pfurtscheller

Keyword(s):

Motor Imagery ◽

Eeg Classification ◽

Download Full-text

Comparison of Motor Imagery EEG Classification using Feedforward and Convolutional Neural Network

10.1109/eurocon52738.2021.9535592 ◽

2021 ◽

Author(s):

Tamas Majoros ◽

Stefan Oniga

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Motor Imagery ◽

Eeg Classification

Download Full-text

Time-frequency decomposition-based weighted ensemble learning for motor imagery EEG classification

10.1109/rcar52367.2021.9517593 ◽

2021 ◽

Author(s):

Liangsheng Zheng ◽

Yue Ma ◽

Mengyao Li ◽

Yang Xiao ◽

Wei Feng ◽

...

Keyword(s):

Ensemble Learning ◽

Motor Imagery ◽

Eeg Classification ◽

Time Frequency ◽

Frequency Decomposition

Download Full-text