Joint-channel-connectivity-based feature selection and classification on fNIRS for stress detection in decision-making
M Huang, X Zhang, X Chen, Y Mai, X Wu… - … on Neural Systems …, 2022 - ieeexplore.ieee.org
Stress is one of the contributing factors affecting decision-making. Therefore, early stress
recognition is essential to improve clinicians' decision-making performance. Functional near …
recognition is essential to improve clinicians' decision-making performance. Functional near …
Mental stress grading based on fNIRS signals
In this study, we propose functional near infrared spectroscopy (fNIRS) to objectively grade
different levels of mental stress. The levels of stress were set based on the difficulty of …
different levels of mental stress. The levels of stress were set based on the difficulty of …
Effects of daily stress in mental state classification
An external stimulus, event, or environment that stresses an individual is called a stressor.
Many mental stress detection studies have been focused on the discrimination of the mental …
Many mental stress detection studies have been focused on the discrimination of the mental …
Stress assessment based on decision fusion of EEG and fNIRS signals
emergingFusion of electroencephalography (EEG) and functional near infrared
spectroscopy (fNIRS) is an emerging approach in the field of psychological and neurological …
spectroscopy (fNIRS) is an emerging approach in the field of psychological and neurological …
Fusing near-infrared spectroscopy with wearable hemodynamic measurements improves classification of mental stress
Human-computer interaction technology, and the automatic classification of a person's
mental state, are of interest to multiple industries. In this paper, the fusion of sensing …
mental state, are of interest to multiple industries. In this paper, the fusion of sensing …
Mental stress assessment based on feature level fusion of fNIRS and EEG signals
This study aims to improve the detection rate of mental stress using the complementary
nature of functional Near Infrared Spectroscopy (fNIRS) and Electroencephalogram (EEG) …
nature of functional Near Infrared Spectroscopy (fNIRS) and Electroencephalogram (EEG) …
A functional region decomposition method to enhance fnirs classification of mental states
J Han, J Lu, J Lin, S Zhang, N Yu - IEEE Journal of Biomedical …, 2022 - ieeexplore.ieee.org
Functional near-infrared spectroscopy (fNIRS) classification of mental states is of important
significance in many neuroscience and clinical applications. Existing classification …
significance in many neuroscience and clinical applications. Existing classification …
Mental stress assessment using simultaneous measurement of EEG and fNIRS
Previous studies reported mental stress as one of the major contributing factors leading to
various diseases such as heart attack, depression and stroke. An accurate stress …
various diseases such as heart attack, depression and stroke. An accurate stress …
Rethinking delayed hemodynamic responses for fNIRS classification
Z Wang, J Fang, J Zhang - IEEE Transactions on Neural …, 2023 - ieeexplore.ieee.org
Functional near-infrared spectroscopy (fNIRS) is a non-invasive neuroimaging technology
for monitoring cerebral hemodynamic responses. Enhancing fNIRS classification can …
for monitoring cerebral hemodynamic responses. Enhancing fNIRS classification can …
Discrimination of mental workload levels from multi-channel fNIRS using deep leaning-based approaches
Functional near-infrared spectroscopy (fNIRS), known as a non-invasive optical
neuroimaging technique, is currently used to assess brain dynamics during the performance …
neuroimaging technique, is currently used to assess brain dynamics during the performance …