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Dr. Robert Ross is a Senior Lecturer in the School of Computer Science in TU Dublin and a Funded Investigator within the Adapt Centre. Dr. Ross’s interests lie primarily in the application of machine learning methods to Human Robot Interaction, with specific projects across natural language processing, dialogue management, behavioural analysis, and user state estimation. Within Adapt, Robert is the designated Industry Lead within the Adapt 2 Digitally Enhanced Engagement strand with PhD topics focused on the identification and mitigation of confusion in human-computer interaction. Robert also works extensively with industry and has led industry related projects across topics such as remote sensing, behaviour estimation, and predictive analytics. Dr. Ross holds a PhD in Situated Dialogue Systems for the University of Bremen in Germany, as well as an MSc and BSc in Computer Science & Experimental Physics from University College Dublin. Dr. Ross teaches courses on Deep Learning and Machine Learning methods as well as Advanced Topics in Computational Intelligence.