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  1. Using Deep Learning to Detect Facial Markers of Complex Decision Making.Gianluca Guglielmo, Irene Font Peradejordi & Michal Klincewicz - forthcoming - Lecture Notes in Computer Science (Advances in Computer Games 2021).
    In this paper, we report on an experiment with The Walking Dead (TWD), which is a narrative-driven adventure game where players have to survive in a post-apocalyptic world filled with zombies. We used OpenFace software to extract action unit (AU) intensities of facial expressions characteristic of decision-making processes and then we implemented a simple convolution neural network (CNN) to see which AUs are predictive of decision-making. Our results provide evidence that the pre-decision variations in action units 17 (chin raiser), 23 (...)
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