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Semantic Matchmaking as Non-Monotonic Reasoning: A Description Logic Approach

机译:语义匹配作为非单调推理:一种描述逻辑方法

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摘要

Matchmaking arises when supply and demand meet in an electronic marketplace, or when agents search for a web service to perform some task, or even when recruiting agencies match curricula and job profiles. In such open environments, the objective of a matchmaking process is to discover best available offers to a given request. We address the problem of matchmaking from a knowledge representation perspective, with a formalization based on Description Logics. We devise Concept Abduction and Concept Contraction as non-monotonic inferences in Description Logics suitable for modeling matchmaking in a logical framework, and prove some related complexity results. We also present reasonable algorithms for semantic matchmaking based on the devised inferences, and prove that they obey to some commonsense properties. Finally, we report on the implementation of the proposed matchmaking framework, which has been used both as a mediator in e-marketplaces and for semantic web services discovery.
机译:当供需在电子市场中相遇时,或者代理商搜索网络服务以执行某些任务时,甚至当招聘机构匹配课程和工作资料时,就会出现对接会。在这样的开放环境中,配对过程的目标是发现给定请求的最佳可用报价。我们从知识表示的角度,基于描述逻辑的形式化解决配对问题。我们将描述概念归纳和概念收缩设计为描述逻辑中适合于在逻辑框架中建模匹配的非单调推理,并证明一些相关的复杂性结果。我们还基于提出的推论提出了合理的语义匹配算法,并证明它们服从某些常识属性。最后,我们报告了拟议的配对框架的实施情况,该框架已被用作电子市场的中介者和语义Web服务发现。

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