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ANTIPA: an agent architecture for intelligent information assistance

机译:ANTIPA:智能信息协助的代理架构

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Human users trying to plan and accomplish information-dependent goals in highly dynamic environments with prevalent uncertainty must consult various types of information sources in their decision-making processes while the information requirements change as they plan and re-plan. When the users must make time-critical decisions in information-intensive tasks they become cognitively overloaded not only by the planning activities but also by the information-gathering activities at various points in the planning process. We have developed the ANTicipatory Information and Planning Agent (ANTIPA) to manage information adaptively in order to mitigate user cognitive overload. To this end, the agent brings information to the user as a result of user requests but most crucially, it proactively predicts the user's prospective information needs by recognizing the user's plan; pre-fetches information that is likely to be used in the future; and offers the information when it is relevant to the current or future planning decisions. This paper introduces a fully implemented agent of the ANTIPA architecture using a decision-theoretic user model.
机译:试图计划和完成具有普遍不确定性的高动态环境中的信息依赖目标的人类用户必须在决策过程中咨询各种类型的信息来源,而信息要求在计划和重新计划时变化。当用户必须在信息密集型任务中造成时间关键决策时,他们不仅被规划活动所重载,而且还通过规划过程中各个点的信息收集活动。我们开发了预期信息和规划代理人(ANTIPA)以自适应管理信息,以减轻用户认知过载。为此,代理作为用户请求的结果为用户带来信息,但最重要的是,它通过识别用户的计划主动预测用户的预期信息需求;预取可能在未来使用的信息;并在与当前或未来的规划决策相关时提供信息。本文介绍了使用决策理论用户模型的Antipa架构的完全实现的代理。

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