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A Decision-Theoretic Approach for Designing Proactive Communication in Multi-Agent Teamwork

机译:多代理团队合作中专用主动通信的决策理论方法

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Techniques that support effective communication during teamwork processes are of particular importance. Psychological study shows that an effective team often can anticipate information exchange among the team and communicate relevant information proactively. Proactive communication is crucial for understanding and sharing common goals and for cooperative actions. Communication can be valuable if it assists agents with new and timely information; it also has cost because it consumes network resources such as bandwidth. To address these issues, we present a new model that uses information production and need to capture the complex multi-agent communication process and a dynamic decision-theoretic determination of communication strategies. We also introduce a generic utility function and an algorithm, DTPC (Decision-Theoretic Proactive Communication), that focuses on representing information production and need of team members and resolving decision interactions among them for making decisions.
机译:支持团队合作过程中有效通信的技术特别重要。心理学研究表明,有效的团队通常可以预测团队之间的信息交换,并积极传达相关信息。主动沟通对于理解和分享共同目标以及合作行动至关重要。如果它有助于具有新的和及时信息的代理商,通信可能是有价值的;它还具有成本,因为它会消耗带宽等网络资源。为了解决这些问题,我们展示了一种使用信息生产的新模型,并需要捕获复杂的多代理通信过程和动态决策的通信策略的确定。我们还介绍了一般的实用功能和算法,DTPC(决策理论主动通信),专注于代表信息生产和团队成员的需求,并解决它们之间的决策互动以进行决策。

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