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MULTIMODAL EMOTION RECOGNITION USING DEEP LEARNING NETWORKS: Advanced Deep Learning and Fusion Techniques for Multimodal Emotion Recognition - Softcover

Vala, Jaykumar; Jaliya, Udesang

 
9786209086779: MULTIMODAL EMOTION RECOGNITION USING DEEP LEARNING NETWORKS: Advanced Deep Learning and Fusion Techniques for Multimodal Emotion Recognition
Softcover
ISBN 10: 6209086772 ISBN 13: 9786209086779
Verlag: LAP LAMBERT Academic Publishing, 2025

Inhaltsangabe

This book, "Multimodal Emotion Recognition Using Deep Learning Networks" focuses on improving emotion recognition by combining multiple data sources (modalities) like facial expressions, EEG, and Physiological signals. Deep learning models are used to extract features from each modality, and fusion techniques (such as late fusion approach) integrate these features to make more accurate emotion predictions. The study shows that multimodal fusion significantly boosts performance over single-modality systems, highlighting the importance of combining complementary emotional cues using advanced neural network architectures.

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Über die Autorin bzw. den Autor

Dr. Jay Vala has completed Ph.D. from Gujarat Technological University and over a decade of teaching experience. His academic focus lies in Machine Learning, Deep Learning, and Computer Vision.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2025
Sprache
Englisch
ISBN 10 
6209086772
ISBN 13 
9786209086779
Einband
Taschenbuch
Anzahl der Seiten
136
Kontakt zum Hersteller
preigu GmbH & Co. KG
mail@preigu.de

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