The automatic human Emotion Recognition (ER) based on Electroencephalography (EEG) signal has gained more attention among the researcher communities with a rapid growth of Human Computer Interaction (HCI).Most of the prior models have not focused on the context-information of the EEG signals.In this research manuscript, a novel automated model is implemented for improving ER using EEG signals.In the initial phase, the signals are acquired from an online database: Database for Emotion Analysis using Physiological S…