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Augmenting web service discovery by cognitive semantics and abduction

机译:通过认知语义和绑架增强Web服务发现

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摘要

We argue that web service discovery technology should help the user navigate a complex problem space by providing suggestions for services which they may not be able to formulate themselves as (s)he lacks the epistemic resources to do so. Free text documents in service environments provide an untapped source of information for augmenting the epistemic state of the user and hence their ability to search effectively for services. A quantitative approach to semantic knowledge representation is adopted in the form of semantic space models computed from these free text documents. Knowledge of the user’s agenda is promoted by associational inferences computed from the semantic space. The inferences are suggestive and aim to promote human abductive reasoning to guide the user from fuzzy search goals into a better understanding of the problem space surrounding the given agenda. Experimental results are discussed based on a complex and realistic planning activity.
机译:我们认为,Web服务发现技术应通过为服务提供建议,从而帮助他们应对复杂的问题空间,因为他们缺乏必要的认知资源,因此可能无法制定自己的建议。服务环境中的自由文本文档提供了未开发的信息源,可用于增强用户的认知状态,从而增强他们有效搜索服务的能力。从这些自由文本文档计算出的语义空间模型的形式采用了定量的语义知识表示方法。通过从语义空间计算出的关联推论来增进对用户议程的了解。这些推论是具有启发性的,旨在促进人的归纳推理,以指导用户从模糊搜索目标中更好地理解围绕给定议程的问题空间。基于复杂而现实的计划活动来讨论实验结果。

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