Exploring Effects of Mental Stress with Data Augmentation and Classification Using fNIRS

Exploring Effects of Mental Stress with Data Augmentation and Classification Using fNIRS

Accurately identifying and discriminating between different brain states is a major emphasis of functional brain imaging research. Various machine learning techniques play an important role in this regard. However, when working with a small number of study participants, the lack of sufficient data a...

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Bibliographic Details
Main Authors: M. N. Afzal Khan, Nada Zahour, Usman Tariq, Ghinwa Masri, Ismat F. Almadani, Hasan Al-Nashah
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Sensors
Subjects:
functional near-infrared spectroscopy (fNIRS)
hemodynamic response
deep convolutional generative adversarial network (DCGAN)
feed-forward neural network
linear support vector machines
decision tree
Online Access:https://www.mdpi.com/1424-8220/25/2/428
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