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Emotion is a reaction of mind and body together for any action which originates from the brain. Electroencephalogram (EEG) signals are the primary resource of human emotion which is produced in the brain for any reaction. These EEG signals are the electrical activities that are captured with the EEG signal recorder and are used to analyze the state of emotion. Stress being one of the emotions plays a major role in health disorders of humankind in the recent year of pandemic and other changes in the cultural and social behaviors. Sometimes, the stress level increases and the same contributes to many health problems. As a result, several machine learning algorithms have been utilized in the past few years to examine different attributes of emotion recognition with regards to stress. Deep learning-based methods, on the other hand, have recently gained popularity due to their great performance and accuracy. To …