Systematic Analysis of Optimal Feature Extraction Methods for Developing a Near-Infrared Spectroscopy-Based Brain-Computer Interface System

Journal of KIISE ◽

10.5626/jok.2018.45.10.1080 ◽

2018 ◽

Vol 45 (10) ◽

pp. 1080-1088

Author(s):

Jaeyoung Shin ◽

Han-Jeong Hwang

Keyword(s):

Feature Extraction ◽

Infrared Spectroscopy ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Extraction Methods ◽

Computer Interface ◽

Systematic Analysis ◽

Interface System ◽

Optimal Feature

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Determining Optimal Feature-Combination for LDA Classification of Functional Near-Infrared Spectroscopy Signals in Brain-Computer Interface Application

Frontiers in Human Neuroscience ◽

10.3389/fnhum.2016.00237 ◽

2016 ◽

Vol 10 ◽

Author(s):

Noman Naseer ◽

Farzan M. Noori ◽

Nauman K. Qureshi ◽

Keum-Shik Hong

Keyword(s):

Infrared Spectroscopy ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Computer Interface ◽

Feature Combination ◽

Functional Near Infrared Spectroscopy ◽

Optimal Feature

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Modeling Light Propagation through the Tissues of the Head Taking Account of Scattering Anisotropy to Optimize the Positioning of Irradiation Detectors and Sources in a Brain–Computer Interface Based on Near Infrared Spectroscopy

Neuroscience and Behavioral Physiology ◽

10.1007/s11055-018-0680-7 ◽

2018 ◽

Vol 48 (9) ◽

pp. 1158-1163

Author(s):

M. R. Isaev ◽

V. V. Oganesyan ◽

D. Husek ◽

V. Snasel

Keyword(s):

Infrared Spectroscopy ◽

Near Infrared Spectroscopy ◽

Light Propagation ◽

Near Infrared ◽

Brain Computer Interface ◽

Computer Interface ◽

Scattering Anisotropy

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Functional near-infrared spectroscopy based discrimination of mental counting and no-control state for development of a brain-computer interface

2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

10.1109/embc.2013.6609866 ◽

2013 ◽

Author(s):

Noman Naseer ◽

Keum-Shik Hong

Keyword(s):

Infrared Spectroscopy ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Computer Interface ◽

Functional Near Infrared Spectroscopy ◽

Control State ◽

Mental Counting

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Designing a passive brain computer interface using real time classification of functional near-infrared spectroscopy

International Journal of Autonomous and Adaptive Communications Systems ◽

10.1504/ijaacs.2013.050689 ◽

2013 ◽

Vol 6 (1) ◽

pp. 26 ◽

Author(s):

Audrey Girouard ◽

Erin Treacy Solovey ◽

Robert J.K. Jacob

Keyword(s):

Infrared Spectroscopy ◽

Real Time ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Computer Interface ◽

Functional Near Infrared Spectroscopy ◽

Real Time Classification

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Using noninvasive methods to drive brain–computer interface (BCI): the role of electroencephalography and functional near-infrared spectroscopy in BCI

Smart Wheelchairs and Brain-Computer Interfaces ◽

10.1016/b978-0-12-812892-3.00003-0 ◽

2018 ◽

pp. 33-63

Author(s):

Wei-Peng Teo ◽

David White ◽

Helen Macpherson

Keyword(s):

Infrared Spectroscopy ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Computer Interface ◽

Functional Near Infrared Spectroscopy ◽

Noninvasive Methods

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An analysis framework for Near InfraRed Spectroscopy based brain-computer interface and prospective application to robotic surgery

2009 IEEE/RSJ International Conference on Intelligent Robots and Systems ◽

10.1109/iros.2009.5354472 ◽

2009 ◽

Author(s):

Marco Caproni ◽

Felipe Orihuela-Espina ◽

David R. C. James ◽

Arianna Menciassi ◽

Paolo Dario ◽

...

Keyword(s):

Infrared Spectroscopy ◽

Robotic Surgery ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Computer Interface ◽

Analysis Framework ◽

Prospective Application

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Turbo-Satori: a neurofeedback and brain–computer interface toolbox for real-time functional near-infrared spectroscopy

Neurophotonics ◽

10.1117/1.nph.4.4.041504 ◽

2017 ◽

Vol 4 (04) ◽

pp. 1 ◽

Author(s):

Michael Lührs ◽

Rainer Goebel

Keyword(s):

Infrared Spectroscopy ◽

Real Time ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Computer Interface ◽

Functional Near Infrared Spectroscopy

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Investigation of different approaches for noise reduction in functional near-infrared spectroscopy signals for brain–computer interface applications

Neural Computing and Applications ◽

10.1007/s00521-017-2961-4 ◽

2017 ◽

Vol 28 (10) ◽

pp. 2889-2903 ◽

Author(s):

A. Janani ◽

M. Sasikala

Keyword(s):

Infrared Spectroscopy ◽

Noise Reduction ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Computer Interface ◽

Functional Near Infrared Spectroscopy

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Near-infrared spectroscopy (NIRS)-based eyes-closed brain-computer interface (BCI) using prefrontal cortex activation due to mental arithmetic

Scientific Reports ◽

10.1038/srep36203 ◽

2016 ◽

Vol 6 (1) ◽

Author(s):

Jaeyoung Shin ◽

Klaus-R Müller ◽

Han-Jeong Hwang

Keyword(s):

Prefrontal Cortex ◽

Infrared Spectroscopy ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Mental Arithmetic ◽

Brain Computer Interface ◽

Computer Interface ◽

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A noninvasive brain computer interface using visually-induced near-infrared spectroscopy responses

Neuroscience Letters ◽

10.1016/j.neulet.2014.07.042 ◽

2014 ◽

Vol 580 ◽

pp. 22-26 ◽

Author(s):

Cheng-Hsuan Chen ◽

Ming-Shan Ho ◽

Kuo-Kai Shyu ◽

Kou-Cheng Hsu ◽

Kuo-Wei Wang ◽

...

Keyword(s):

Infrared Spectroscopy ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Computer Interface

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