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Intelligent Learning Techniques for Human Emotions
Paperback
General ComputersGeneral EducationGeneral Psychology
Publisher Price: $29.95
Publisher: Self Publish
Published: Jan 29 2024
Pages: 188
Weight: 0.57
Height: 0.40 Width: 6.00 Depth: 9.00
Language: English
The goal of the authors' work is to develop intelligent and adaptive learning algorithms for the recognition of human emotions from physiological signals, micro-expressions, and facial expressions. Using both posed and spontaneous facial expressions, precise and efficient deep learning models for the classification of human emotions have been described. For precise computational techniques, these models take advantage of the discrete wavelet transform and the self-attention mechanism.
This book also demonstrates the widespread acceptance of transformer models in language processing tasks because of their exceptional performance.
Hence, human emotion recognition through micro-expressions has been achieved in this work by utilizing a modified version of the existing vision transformer. Furthermore, using physiological inputs, specifically electroencephalograms (EEGs), a deep learning model for human emotion identification has been developed.
This book primarily aims to accomplish two things: (i) to identify emotions from physiological patterns and facial expressions; and (ii) to develop deep learning frameworks that are intelligent and adaptive and solve the challenges associated with human emotion recognition.
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