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Physiological signal is one of the most commonly used emotional cues. In recent emotion classification research, the one of main topics is to recognize human's feeling or emotion using multi-channel physiological signals. In this study, we discuss the comparative results of emotion detection using several classification algorithms, which classify negative emotions (fear, surprise and stress) based on physiological features. Physiological signals, such as skin temperature (SKT), electrodermalfatcat:bj2nhv3onzfpjjdoq2fpoxr5vy