Using the General Linear Model to Improve Performance in fNIRS Single Trial Analysis and Classification: A Perspective

A new blind source separation framework for signal analysis and artifact rejection in functional Near-Infrared Spectroscopy

(2019) Alexander von Lühmann et al.   NEUROIMAGE

Improved physiological noise regression in fNIRS: A multimodal extension of the General Linear Model using temporally embedded Canonical Correlation Analysis

(2019) Alexander von Lühmann et al.   NEUROIMAGE

Feature Extraction and Classification Methods for Hybrid fNIRS-EEG Brain-Computer Interfaces

(2018) Keum-Shik Hong et al.   Frontiers in Human Neuroscience

Signal Processing in Functional Near-Infrared Spectroscopy (fNIRS): Methodological Differences Lead to Different Statistical Results

(2018) Mischa D. Pfeifer et al.   Frontiers in Human Neuroscience

Multichannel wearable fNIRS-EEG system for long-term clinical monitoring

(2017) Ali Kassab et al.   HUMAN BRAIN MAPPING

M3BA: A Mobile, Modular, Multimodal Biosignal Acquisition Architecture for Miniaturized EEG-NIRS-Based Hybrid BCI and Monitoring

(2017) Alexander von Luhmann et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Hybrid Brain–Computer Interface Techniques for Improved Classification Accuracy and Increased Number of Commands: A Review

(2017) Keum-Shik Hong et al.   Frontiers in Neurorobotics

Enhancing Classification Performance of Functional Near-Infrared Spectroscopy- Brain–Computer Interface Using Adaptive Estimation of General Linear Model Coefficients

(2017) Nauman Khalid Qureshi et al.   Frontiers in Neurorobotics

Review of recent progress toward a fiberless, whole-scalp diffuse optical tomography system

(2017) Hubin Zhao et al.   Neurophotonics

Mayer waves reduce the accuracy of estimated hemodynamic response functions in functional near-infrared spectroscopy

(2016) Meryem A. Yücel et al.   Biomedical Optics Express

The Berlin Brain-Computer Interface: Progress Beyond Communication and Control

(2016) Benjamin Blankertz et al.   Frontiers in Neuroscience

fNIRS-based brain-computer interfaces: a review

(2015) Noman Naseer et al.   Frontiers in Human Neuroscience

Toward a Wireless Open Source Instrument: Functional Near-infrared Spectroscopy in Mobile Neuroergonomics and BCI Applications

(2015) Alexander von Lühmann et al.   Frontiers in Human Neuroscience

NIRS-based classification of clench force and speed motor imagery with the use of empirical mode decomposition for BCI

(2015) Xuxian Yin et al.   MEDICAL ENGINEERING & PHYSICS

Short separation regression improves statistical significance and better localizes the hemodynamic response obtained by near-infrared spectroscopy for tasks with differing autonomic responses

(2015) Meryem A. Yücel et al.   Neurophotonics

Electrophysiology-based detection of emergency braking intention in real-world driving

(2014) Stefan Haufe et al.   Journal of Neural Engineering

Toward a fully integrated wireless wearable EEG-NIRS bimodal acquisition system

(2013) J Safaie et al.   Journal of Neural Engineering

Twenty years of functional near-infrared spectroscopy: introduction for the special issue

(2013) David A. Boas et al.   NEUROIMAGE

Motion artifacts in functional near-infrared spectroscopy: A comparison of motion correction techniques applied to real cognitive data

(2013) Sabrina Brigadoi et al.   NEUROIMAGE

A review on continuous wave functional near-infrared spectroscopy and imaging instrumentation and methodology

(2013) Felix Scholkmann et al.   NEUROIMAGE

Targeted principle component analysis: A new motion artifact correction approach for near-infrared spectroscopy

(2013) Meryem A. Yücel et al.   Journal of Innovative Optical Health Sciences

Brain-Computer Interfaces: Beyond Medical Applications

(2012) Jan van Erp et al.   COMPUTER

Classification of frontal cortex haemodynamic responses during cognitive tasks using wavelet transforms and machine learning algorithms

(2012) Berdakh Abibullaev et al.   MEDICAL ENGINEERING & PHYSICS

A brief review on the history of human functional near-infrared spectroscopy (fNIRS) development and fields of application

(2012) Marco Ferrari et al.   NEUROIMAGE

Wavelet-based motion artifact removal for functional near-infrared spectroscopy

(2012) Behnam Molavi et al.   PHYSIOLOGICAL MEASUREMENT

Towards passive brain–computer interfaces: applying brain–computer interface technology to human–machine systems in general

(2011) Thorsten O Zander et al.   Journal of Neural Engineering

Improved recovery of the hemodynamic response in diffuse optical imaging using short optode separations and state-space modeling

(2011) Louis Gagnon et al.   NEUROIMAGE

Optical brain monitoring for operator training and mental workload assessment

(2011) Hasan Ayaz et al.   NEUROIMAGE

Kalman estimator- and general linear model-based on-line brain activation mapping by near-infrared spectroscopy

(2010) Xiao-Su Hu et al.   Biomedical Engineering Online

Focal frontal (de)oxyhemoglobin responses during simple arithmetic

(2010) Gert Pfurtscheller et al.   INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY

Single-trial analysis and classification of ERP components — A tutorial

(2010) Benjamin Blankertz et al.   NEUROIMAGE

Introduction to machine learning for brain imaging

(2010) Steven Lemm et al.   NEUROIMAGE

How to detect and reduce movement artifacts in near-infrared imaging using moving standard deviation and spline interpolation

(2010) F Scholkmann et al.   PHYSIOLOGICAL MEASUREMENT

Real-time imaging of human brain function by near-infrared spectroscopy using an adaptive general linear model

(2009) A. Farras Abdelnour et al.   NEUROIMAGE

A regularized discriminative framework for EEG analysis with application to brain–computer interface

(2009) Ryota Tomioka et al.   NEUROIMAGE

Functional near infrared spectroscopy (NIRS) signal improvement based on negative correlation between oxygenated and deoxygenated hemoglobin dynamics

(2009) Xu Cui et al.   NEUROIMAGE

Putting the Brain to Work: Neuroergonomics Past, Present, and Future

(2008) Raja Parasuraman et al.   HUMAN FACTORS

Optimizing Spatial filters for Robust EEG Single-Trial Analysis

(2008) Benjamin Blankertz et al.   IEEE SIGNAL PROCESSING MAGAZINE

Hemodynamics for Brain-Computer Interfaces

(2008) Fiachra Matthews et al.   IEEE SIGNAL PROCESSING MAGAZINE

Measurement of layer-like hemodynamic trends in scalp and cortex: implications for physiological baseline suppression in functional near-infrared spectroscopy

(2008) Rolf Saager et al.   JOURNAL OF BIOMEDICAL OPTICS

Machine learning for real-time single-trial EEG-analysis: From brain–computer interfacing to mental state monitoring

(2007) Klaus-Robert Müller et al.   JOURNAL OF NEUROSCIENCE METHODS