Brain Computer Interface by Use of Single Trial EEG on Recalling of Several Images

2014 ◽  
pp. 508-517
Author(s):  
Takahiro Yamanoi ◽  
Hisashi Toyoshima ◽  
Mika Otsuki ◽  
Shin-ichi Ohnishi ◽  
Toshimasa Yamazaki ◽  
...  
Keyword(s):  
Brain Computer Interface ◽  
Computer Interface ◽  
Single Trial

scholarly journals A Novel Design of 4-Class BCI Using Two Binary Classifiers and Parallel Mental Tasks

2008 ◽  
Vol 2008 ◽  
pp. 1-5 ◽  
Author(s):  
Tao Geng ◽  
John Q. Gan ◽  
Matthew Dyson ◽  
Chun SL Tsui ◽  
Francisco Sepulveda
Keyword(s):  
Brain Computer Interface ◽  
Computer Interface ◽  
Classification Algorithms ◽  
Single Trial ◽  
Linear Discriminant ◽  
The Subject ◽  
Offline Analysis ◽  
Binary Classifiers ◽  
Novel Design ◽  
Mental Tasks

A novel 4-class single-trial brain computer interface (BCI) based on two (rather than four or more) binary linear discriminant analysis (LDA) classifiers is proposed, which is called a “parallel BCI.” Unlike other BCIs where mental tasks are executed and classified in a serial way one after another, the parallel BCI uses properly designed parallel mental tasks that are executed on both sides of the subject body simultaneously, which is the main novelty of the BCI paradigm used in our experiments. Each of the two binary classifiers only classifies the mental tasks executed on one side of the subject body, and the results of the two binary classifiers are combined to give the result of the 4-class BCI. Data was recorded in experiments with both real movement and motor imagery in 3 able-bodied subjects. Artifacts were not detected or removed. Offline analysis has shown that, in some subjects, the parallel BCI can generate a higher accuracy than a conventional 4-class BCI, although both of them have used the same feature selection and classification algorithms.

scholarly journals Optimal Sensor Selection for Single-Trial P300 Brain-Computer Interface

2012 ◽  
Vol 16 (4) ◽  
pp. 311-314
Author(s):  
Keisuke Tawada ◽  
Yasue Mitsukura
Keyword(s):  
Brain Computer Interface ◽  
Sensor Selection ◽  
Computer Interface ◽  
Single Trial ◽  
Selection For

Brain–computer interface-based single trial P300 detection for home environment application

2020 ◽  
Vol 56 (25) ◽  
pp. 1392-1395
Author(s):  
P. Shukla ◽  
R. Chaurasiya ◽  
S. Verma
Keyword(s):  
Home Environment ◽  
Brain Computer Interface ◽  
Computer Interface ◽  
Single Trial

A brain-computer interface system for smart home control based on single trial motor imagery EEG

2020 ◽  
Vol 34 (4) ◽  
pp. 214
Author(s):  
Wei Zhuang ◽  
Yixian Shen ◽  
Lu Li ◽  
Chunming Gao ◽  
Dong Dai
Keyword(s):  
Motor Imagery ◽  
Smart Home ◽  
Brain Computer Interface ◽  
Computer Interface ◽  
Single Trial ◽  
Interface System
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