Mental stress assessment using simultaneous measurement of EEG and fNIRS

F Al-Shargie, M Kiguchi, N Badruddin… - Biomedical optics …, 2016 - opg.optica.org
… In this work, we hypothesize that fusion of EEG and fNIRS can assess mental stress more
accurately than using either technique alone. The EEG and fNIRS have several advantages …

Stress assessment based on decision fusion of EEG and fNIRS signals

F Al-Shargie, TB Tang, M Kiguchi - IEEE Access, 2017 - ieeexplore.ieee.org
… decision fusion of EEG+fNIRS for improving the detection rate of mental stress. The fusion …
accuracy in detecting stress by +10.57%, and +7.76% compared to sole fNIRS and sole EEG, …

Mental stress assessment based on feature level fusion of fNIRS and EEG signals

F Al-Shargie, TB Tang, N Badruddin… - … on Intelligent and …, 2016 - ieeexplore.ieee.org
… of EEG and fNIRS [13]. In this work, we measured mental stress using fNIRS and EEG, and
… signals in a feature level fusion technique to improve the detection rate of mental stress. …

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
… of brain response recorded by each modality (EEG/fNIRS) for individual subject. In other …
we assess the association between EEG and fNIRS data to study the effects of mental stress

Fusion of fNIRS and EEG signals: Mental stress study

F Al-Shargie - 2019 - engrxiv.org
… (fNIRS) and Electroencephalograph (EEG) is a novel … stress using the complementary
nature of fNIRS and EEG neuroimaging modality. Simultaneous measurements of fNIRS and EEG

Simultaneous measurement of EEG-fNIRS in classifying and localizing brain activation to mental stress

F Al-Shargie, TB Tang, N Badruddin… - … Conference on Signal …, 2015 - ieeexplore.ieee.org
… measurement of EEG and fNIRS in classifying and localizing the activation of the prefrontal
cortex due to stress stimuli during an arithmetic task. The correlation of EEG alpha rhythm …

Assessment of Mental Stress Using EEG and fNIRS Features

F Al-Shargie - 2019 - engrxiv.org
… the temporal features of EEG and the spatial features of fNIRS under stress by using Joint
Spare … Towards multilevel mental stress assessment using SVM with ECOC: an EEG approach. …

Assessment of mental stress among undergraduate students using novel fusion method on EEG and fNIRS features

F Al-Shargie, H Fares - 2019 - frontiersin.org
… Mental stress assessment using simultaneous measurement of EEG and fNIRS. 7(10), 3882-…
Towards multilevel mental stress assessment using SVM with ECOC: an EEG approach. 56(…

Stress Detection and Reduction Based on Simultaneous Measurement of EEG and fNIRS Signals

F Al-Shargie - Frontiers in Human Neuroscience, 2019 - frontiersin.org
… Support vector machine classification of brain states exposed to social stress test using
EEG-based brain network measures. 39(1), 199-213. Peake, J., Kerr, GK, and Sullivan, JPJFiP (…

Event-related NIRS and EEG analysis for mental stress monitoring

L Rahman, K Oyama, A Tsubaki, K Sakatani - Oxygen Transport to Tissue …, 2021 - Springer
… level from near-infrared spectroscopy (NIRS) data in the prefrontal cortex in the resting
state… evaluation results. In this study, feature values were extracted from both NIRS and EEG