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it - Information Technology 63(1) - Februar 2021

https://dl.gi.de/handle/20.500.12116/36539
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Auflistung it - Information Technology 63(1) - Februar 2021 nach Schlagwort "Multi-Agent Systems"

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  • Zeitschriftenartikel
    EVA 2.0: Emotional and rational multimodal argumentation between virtual agents
    (it - Information Technology: Vol. 63, No. 1, 2021) Rach, Niklas; Weber, Klaus; Yang, Yuchi; Ultes, Stefan; André, Elisabeth; Minker, Wolfgang
    Persuasive argumentation depends on multiple aspects, which include not only the content of the individual arguments, but also the way they are presented. The presentation of arguments is crucial – in particular in the context of dialogical argumentation. However, the effects of different discussion styles on the listener are hard to isolate in human dialogues. In order to demonstrate and investigate various styles of argumentation, we propose a multi-agent system in which different aspects of persuasion can be modelled and investigated separately. Our system utilizes argument structures extracted from text-based reviews for which a minimal bias of the user can be assumed. The persuasive dialogue is modelled as a dialogue game for argumentation that was motivated by the objective to enable both natural and flexible interactions between the agents. In order to support a comparison of factual against affective persuasion approaches, we implemented two fundamentally different strategies for both agents: The logical policy utilizes deep Reinforcement Learning in a multi-agent setup to optimize the strategy with respect to the game formalism and the available argument. In contrast, the emotional policy selects the next move in compliance with an agent emotion that is adapted to user feedback to persuade on an emotional level. The resulting interaction is presented to the user via virtual avatars and can be rated through an intuitive interface.