A Review of Past and Future Near-Infrared Spectroscopy Brain Computer Interface Research at the PRISM Lab

Schudlo, Larissa ;   Weyand, Sabine ;   Chau, Tom

Tags Brain functional imaging - NIRBrain-computer/machine interface

Single-trial classification of near-infrared spectroscopy (NIRS) signals for brain-computer interface (BCI) applications has recently gained...

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Combining Feature Extraction and Classification for fNIRS BCIs by Regularized Least Squares Optimization

Heger, Dominic ;   Herff, Christian ;   Schultz, Tanja

Tags Brain-computer/machine interfaceBrain functional imaging - ClassificationBrain functional imaging - NIR

In this paper, we show that multiple operations of the typical pattern recognition chain of an fNIRS-based BCI, including feature extraction...

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Evaluating a Four-Class Motor-Imagery-Based Optical Brain-Computer Interface

Batula, Alyssa M. ;   Ayaz, Hasan ;   Kim, Youngmoo

Tags Brain-computer/machine interfaceBrain functional imaging - NIR

This work investigates the potential of a four-class motor-imagery-based brain-computer interface (BCI) using functional near-infrared...

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Single Trial Classification of fNIRS-based Brain-Computer Interface Mental Arithmetic Data: A Comparison Between Different Classifiers

Bauernfeind, Günther ;   Steyrl, David ;   Brunner, Clemens ;   Müller-Putz, Gernot

Tags Brain-computer/machine interfaceNeural signal processingBrain functional imaging - NIR

Functional near infrared spectroscopy (fNIRS) is an emerging technique for the in-vivo assessment of functional activity of the cerebral...

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Single-Trial Classification of NIRS Data from Prefrontal Cortex During Working Memory Tasks

Ang, Kai Keng ;   Yu, Juanhong ;   Guan, Cuntai

Tags Brain-computer/machine interfaceNeural signal processingHuman performance

This study presents single-trial classification performance on high density Near Infrared Spectroscopy (NIRS) data collected from the...

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