Human beings continuously adapt their way of communication to their surroundings and their communication partner. Although context-aware ubiquitous systems gather a lot of information to maximize their functionality, they predominantly use static ways to communicate. In order to fulfill the user's communication needs and demands, the sensor's diverse and sometimes uncertain information must also be used to dynamically adapt the user interface. In this article we present ProFi, a system for Probabilistic Fission, designed to reason on adaptive and multimodal output based on uncertain or ambiguous data. In addition, we present a system architecture as well as a new meta model for multimodal interactive systems. Based on this meta model we describe ProFi's process of multimodal fission along with our current implementation.
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Honold et al. (2012) studied this question.
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