ISSN 2394-5125
 

Research Article 


MOTOR IMAGERY AND MENTAL TASK CLASSIFICATION ALGORITHMS IN NONINVASIVE BRAIN-COMPUTER INTERFACE

Rakhi Vatsal, Dr. Manoj Kumar Gupta.

Abstract
Abstract
Brain-Computer Interface is an interface which enables the human to command device using brain
signals. The task which the human is intended to perform can be classified using the brain signals.
In this paper, we have presented a comparative analysis of methods using which the task can be
effectively classified. A brief comparison between the various machine learning algorithms used
for the extraction of feature and classification purposes is given in this paper. There are so many
tasks that a human brain can perform and this paper focuses on the mental tasks and motor imagery
tasks for brain signal classification.

Key words: Keywords: Brain-computer interface (BCI), classification, EEG, feature extraction, mental task, motor imagery task.


 
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How to Cite this Article
Pubmed Style

Rakhi Vatsal, Dr. Manoj Kumar Gupta. MOTOR IMAGERY AND MENTAL TASK CLASSIFICATION ALGORITHMS IN NONINVASIVE BRAIN-COMPUTER INTERFACE. JCR. 2020; 7(17): 2437-2443. doi:10.31838/jcr.07.17.301


Web Style

Rakhi Vatsal, Dr. Manoj Kumar Gupta. MOTOR IMAGERY AND MENTAL TASK CLASSIFICATION ALGORITHMS IN NONINVASIVE BRAIN-COMPUTER INTERFACE. http://www.jcreview.com/?mno=99403 [Access: June 01, 2021]. doi:10.31838/jcr.07.17.301


AMA (American Medical Association) Style

Rakhi Vatsal, Dr. Manoj Kumar Gupta. MOTOR IMAGERY AND MENTAL TASK CLASSIFICATION ALGORITHMS IN NONINVASIVE BRAIN-COMPUTER INTERFACE. JCR. 2020; 7(17): 2437-2443. doi:10.31838/jcr.07.17.301



Vancouver/ICMJE Style

Rakhi Vatsal, Dr. Manoj Kumar Gupta. MOTOR IMAGERY AND MENTAL TASK CLASSIFICATION ALGORITHMS IN NONINVASIVE BRAIN-COMPUTER INTERFACE. JCR. (2020), [cited June 01, 2021]; 7(17): 2437-2443. doi:10.31838/jcr.07.17.301



Harvard Style

Rakhi Vatsal, Dr. Manoj Kumar Gupta (2020) MOTOR IMAGERY AND MENTAL TASK CLASSIFICATION ALGORITHMS IN NONINVASIVE BRAIN-COMPUTER INTERFACE. JCR, 7 (17), 2437-2443. doi:10.31838/jcr.07.17.301



Turabian Style

Rakhi Vatsal, Dr. Manoj Kumar Gupta. 2020. MOTOR IMAGERY AND MENTAL TASK CLASSIFICATION ALGORITHMS IN NONINVASIVE BRAIN-COMPUTER INTERFACE. Journal of Critical Reviews, 7 (17), 2437-2443. doi:10.31838/jcr.07.17.301



Chicago Style

Rakhi Vatsal, Dr. Manoj Kumar Gupta. "MOTOR IMAGERY AND MENTAL TASK CLASSIFICATION ALGORITHMS IN NONINVASIVE BRAIN-COMPUTER INTERFACE." Journal of Critical Reviews 7 (2020), 2437-2443. doi:10.31838/jcr.07.17.301



MLA (The Modern Language Association) Style

Rakhi Vatsal, Dr. Manoj Kumar Gupta. "MOTOR IMAGERY AND MENTAL TASK CLASSIFICATION ALGORITHMS IN NONINVASIVE BRAIN-COMPUTER INTERFACE." Journal of Critical Reviews 7.17 (2020), 2437-2443. Print. doi:10.31838/jcr.07.17.301



APA (American Psychological Association) Style

Rakhi Vatsal, Dr. Manoj Kumar Gupta (2020) MOTOR IMAGERY AND MENTAL TASK CLASSIFICATION ALGORITHMS IN NONINVASIVE BRAIN-COMPUTER INTERFACE. Journal of Critical Reviews, 7 (17), 2437-2443. doi:10.31838/jcr.07.17.301