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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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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Multiclass classification of hemodynamic responses for performance improvement of functional near-infrared spectroscopy-based brain–computer interface

Journal of Biomedical Optics ◽

10.1117/1.jbo.19.6.067009 ◽

2014 ◽

Vol 19 (6) ◽

pp. 067009 ◽

Author(s):

Jaeyoung Shin ◽

Jichai Jeong

Keyword(s):

Infrared Spectroscopy ◽

Performance Improvement ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Multiclass Classification ◽

Computer Interface ◽

Hemodynamic Responses ◽

Functional Near Infrared Spectroscopy

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Classification of functional near-infrared spectroscopy signals corresponding to the right- and left-wrist motor imagery for development of a brain–computer interface

Neuroscience Letters ◽

10.1016/j.neulet.2013.08.021 ◽

2013 ◽

Vol 553 ◽

pp. 84-89 ◽

Author(s):

Noman Naseer ◽

Keum-Shik Hong

Keyword(s):

Infrared Spectroscopy ◽

Motor Imagery ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Computer Interface ◽

Functional Near Infrared Spectroscopy ◽

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A Novel Safety Evaluation Approach of Transfer Interaction based on Optimal Feature-Combination for LDA Classification of Functional Near-Infrared Spectroscopy Signals

2021 IEEE International Conference on Intelligence and Safety for Robotics (ISR) ◽

10.1109/isr50024.2021.9419492 ◽

2021 ◽

Author(s):

Donghui Zhao ◽

Tianqi Zhang ◽

Junyou Yang ◽

Shuoyu Wang ◽

Hiroshi Yokoi

Keyword(s):

Infrared Spectroscopy ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Safety Evaluation ◽

Feature Combination ◽

Functional Near Infrared Spectroscopy ◽

Evaluation Approach ◽

Optimal Feature

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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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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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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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Functional near-infrared spectroscopy based brain activity classification for development of a brain-computer interface

2012 International Conference of Robotics and Artificial Intelligence ◽

10.1109/icrai.2012.6413395 ◽

2012 ◽

Author(s):

Noman Naseer ◽

Keum-Shik Hong

Keyword(s):

Infrared Spectroscopy ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Activity ◽

Brain Computer Interface ◽

Computer Interface ◽

Activity Classification ◽

Functional Near Infrared Spectroscopy

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Recent functional near infrared spectroscopy based brain computer interface systems: Developments, applications and challenges

Biomedical Engineering Letters ◽

10.1007/s13534-014-0156-9 ◽

2014 ◽

Vol 4 (3) ◽

pp. 223-230 ◽

Author(s):

Phillips V. Zephaniah ◽

Jae Gwan Kim

Keyword(s):

Infrared Spectroscopy ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Brain Computer Interface ◽

Computer Interface ◽

Functional Near Infrared Spectroscopy

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