Student's Executive Function Assessment Tool using Convolutional Neural Network

Executive function and Academic stress is a psychological factor that affects the mental process of human beings such as their cognitive-behavioral control: the identification and effective monitoring of activities that promote the achievement of chosen objectives. Left unattended, it impairs someon...

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Bibliographic Details
Main Authors: Sanchez, Maria Trinidad Ursula R., Singson, Lowell Nathaniel B., Villaverde, Jocelyn Flores
Format: Conference Proceeding
Language:English
Subjects:
Academic Emotions
Convolutional Neural Network
Convolutional neural networks
Electrocardiograph
Electrocardiography
Emotion recognition
Executive Function
Games
Heart Rate Variability
Psychology
Testing
Training
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Summary:Executive function and Academic stress is a psychological factor that affects the mental process of human beings such as their cognitive-behavioral control: the identification and effective monitoring of activities that promote the achievement of chosen objectives. Left unattended, it impairs someone's ability to control their behavior and negatively affects their mental development. The developed system makes use of a wireless body sensor network that obtains ECG signals from the student in real-time. Which the system condition are analysed or evaluated. The testing results which are demonstrated tested that from the CNN and ECG Analysis, 61.11% accuracy of emotion recognition was still achieved. Games were used to determine the WM, Flexibility, and Self-Control levels and were similar to the neuropsychological test results.
ISSN:2159-3450
DOI:10.1109/TENCON50793.2020.9293886