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Medicine and Health Sciences Commons

Open Access. Powered by Scholars. Published by Universities.®

2018

Psychiatry and Psychology

USF Tampa Graduate Theses and Dissertations

Affective Computing

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Emotion Recognition Using Deep Convolutional Neural Network With Large Scale Physiological Data, Astha Sharma Oct 2018

Emotion Recognition Using Deep Convolutional Neural Network With Large Scale Physiological Data, Astha Sharma

USF Tampa Graduate Theses and Dissertations

Classification of emotions plays a very important role in affective computing and has real-world applications in fields as diverse as entertainment, medical, defense, retail, and education. These applications include video games, virtual reality, pain recognition, lie detection, classification of Autistic Spectrum Disorder (ASD), analysis of stress levels, and determining attention levels. This vast range of applications motivated us to study automatic emotion recognition which can be done by using facial expression, speech, and physiological data.

A person’s physiological signals such are heart rate, and blood pressure are deeply linked with their emotional states and can be used to identify a …