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Title: Multimodal emotion recognition as assessment for learning in a game-based communication skills training
Authors: Nadolski, Rob
Bahreini, Kiavash
Westera, Wim
Keywords: Formative assessment
communication skills
multimodal emotion recognition
serious gaming
Issue Date: 23-Dec-2014
Citation: Nadolski, R. J., Bahreini, K., & Westera, W. (2014, 16-19 September). Multimodal emotion recognition as assessment for learning in a game-based communication skills training. Paper presentation at the 9th European Conference on Technology Enhanced Learning (EC-TEL) within the workshop ‘Learning analytics for serious games- different perspectives’, Graz, Austria.
Abstract: This paper presentation describes how our FILTWAM software artifacts for face and voice emotion recognition will be used for assessing learners' progress and providing adequate feedback in an online game-based communication skills training. This constitutes an example of in-game assessment for mainly formative purposes. During this training, learners are requested to mimic specific emotions via a webcam and a microphone in which the software artifacts determine the adequacy of the mimicked emotion from either face and/or voice. Our previous studies have shown that these software artifacts are able to detect face and voice emotions in real-time and with sufficient reliability. In our current work, we present a software system architecture that unobtrusively monitors learners’ behaviors in an online game-based approach and offers timely and relevant feedback based upon learner’s face and voice expressions. Whereas emotion detection is often used for adapting learning content or learning tasks, our approach focuses on using emotions for guiding learners towards improved communication skills. Herein, learners need to have an opportunity of frequent guided practice in order to learn how to express the right emotion at the right time. We assume that this approach can address several issues with the current trainings in this area. We sketch the research design of our planned study that investigates the efficiency, effectiveness and enjoyableness of our approach. We conclude the presentation by considering the challenges of this study.
Appears in Collections:2. FEEEL Presentations at conferences and events

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