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Several studies in the field of human-computer interaction have focused on the importance of emotional factors related to the interaction of humans with computer systems. According to the knowledge of the users' emotions, intelligent software can be developed for interacting and even influencing users. However, such a scenario is still a challenge in the field of humancomputer interaction. This article endeavors to enhance intelligence in such types of systems by adopting an ensemble-baseddoi:10.1007/s00500-019-04411-7 fatcat:pu35yg42z5gtvfxymnp6z6wqly