Assessment of mental stress effects on prefrontal cortical activities using canonical correlation analysis: an fNIRS-EEG study

F Al-Shargie, TB Tang, M Kiguchi - Biomedical optics express, 2017 - opg.optica.org
fNIRS and EEG may yield richer information about the cortical activities in our study. In this
study, we propose canonical correlation analysis (… maximizes the correlation between pairs of …

A Computationally Efficient Method for Hybrid EEGfNIRS BCI Based on the Pearson Correlation

MAH Hasan, MU Khan, D Mishra - BioMed Research …, 2020 - Wiley Online Library
EEG-fNIRS BCI channel selection using the Pearson product-moment correlation coefficient
(… In recent years, researchers have tried to explore the benefits of correlation in BCI for the …

Enhancing fNIRS analysis using EEG rhythmic signatures: an EEG-informed fNIRS analysis study

R Li, C Zhao, C Wang, J Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… ) and functional near-infrared spectroscopy (fNIRS) recording and integration analysis has
… an EEG-informed-fNIRS analysis framework to investigate the neuro-correlate between …

Motion artifacts correction from single-channel EEG and fNIRS signals using novel wavelet packet decomposition in combination with canonical correlation analysis

MS Hossain, MEH Chowdhury, MBI Reaz, SHM Ali… - Sensors, 2022 - mdpi.com
… the whole 9 min of EEG/fNIRS data of each trial were analyzed at one time … EEG and fNIRS
recordings that produced 16 sub-band signals/components in total for each of the EEG/fNIRS

Motion artifacts correction from EEG and fNIRS signals using novel multiresolution analysis

MS Hossain, MBI Reaz, MEH Chowdhury… - IEEE …, 2022 - ieeexplore.ieee.org
… tion with principal component analysis (VMD-PCA), and variational mode decomposition in
combination with canonical correlation analysis (VMDD-CCA) for EEG and fNIRS modalities. …

Concurrent fNIRS and EEG for brain function investigation: a systematic, methodology-focused review

R Li, D Yang, F Fang, KS Hong, AL Reiss, Y Zhang - Sensors, 2022 - mdpi.com
… of analysis methods currently used in concurrent fNIRSEEG … projects to conduct concurrent
fNIRSEEG studies. A literature … EEG and fNIRS signal through cross-correlation analysis

Analysis of human gait using hybrid EEG-fNIRS-based BCI system: a review

H Khan, N Naseer, A Yazidi, PK Eide… - Frontiers in Human …, 2021 - frontiersin.org
… of fusing EEG and fNIRS and associated with cortical activation, can help better identify the
correlation between brain activation and gait. In conclusion, hBCI (EEG + fNIRS) system is …

Association of concurrent fNIRS and EEG signatures in response to auditory and visual stimuli

LC Chen, P Sandmann, JD Thorne, CS Herrmann… - Brain topography, 2015 - Springer
… Specifically we hypothesized a correlation between hemoglobin concentrations and evoked
potential amplitudes, and a correlation between EEG and fNIRS regarding the magnitude of …

Structured sparse multiset canonical correlation analysis of simultaneous fNIRS and EEG provides new insights into the human action-observation network

H Dashtestani, HO Miguel, EE Condy, S Zeytinoglu… - Scientific Reports, 2022 - nature.com
… humans using mostly electroencephalogram (EEG) and functional … EEG and functional Near
Infrared Spectroscopy (fNIRS) to … correlation analysis (ssmCCA) to perform EEG-fNIRS data …

Use of fNIRS to assess resting state functional connectivity

CM Lu, YJ Zhang, BB Biswal, YF Zang, DL Peng… - Journal of neuroscience …, 2010 - Elsevier
correlation analysis and the data-driven cluster analysis further validated the use of fNIRS to
… Another fNIRS/EEG study revealed that during quiet sleep, spontaneous bursts of cerebral …