智能工作站代理和非结构化工作站数据

Tom Michael Mitchell
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摘要

只提供摘要形式。许多研究人员设想在他们的计算机工作站中有一个智能的、个性化的代理。这些代理可以提供各种个性化的帮助,帮助管理电子邮件、安排会议、收集和总结相关信息、跟踪各种项目的进度等。创建这种智能代理的最大障碍可能是这种代理的可观察数据是非结构化的,难以自动解释——它包括非结构化的工作站文件(文本、图像和其他格式)、电子邮件、日历条目、Web访问等。本文讨论了目前对这种智能工作站代理的研究,特别是如何使计算机代理能够理解这些非结构化数据。这项研究是由多所大学共同开展的智能个性化助理研究的一部分。
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Intelligent workstation agents and unstructured workstation data
Summary form only given. Many researchers envision a future of intelligent, personalized agents in their computer workstations. These agents could provide a variety of personalized assistance helping to manage email, schedule meetings, gather and summarize relevant information, track progress of various projects, etc. Perhaps the greatest barrier to creating such intelligent agents is that the data observable to such an agent is unstructured and difficult to automatically interpret - it includes unstructured workstation files (text, images, and other formats), email, calendar entries, Web accesses, etc. This paper discusses current research toward such intelligent workstation agents, and in particular toward making this unstructured data understandable to computer agents. This research is being conducted as part of a multiuniversity research effort on intelligent personalized assistants.
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