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An Attempt for Content Based Matching on Semantic Web Using Relation Map Based Algorithmic Approaches

机译:使用基于关系图的算法方法在语义Web上进行基于内容的匹配的尝试

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In semantic web, the information flow obtained from different relations is certain and processing those data across the relations are not easy without proper understanding about the semantic mapping between them. It is a complex process to manually identify these mappings and it is not possible over the web. It is required to develop tools for supporting relation mapping for the success of the semantic web. A technique named sealant is designed for machine based learning for identifying the mappings. For two given catalogs, the percept in one relation is identified by sealant and it predicts the most common percepts in other catalogs. A probability based explanations for many resemblance measures are viewed using sealant which works well with all of them. Furthermore, the sealant employs different learning techniques each of which utilizes several information types either in the data occurrence or in the catalog framework of the relations. The matching precision can be enhanced by expanding the sealant for integrating sound understanding and domain restrictions into the matching process. The technique varies with its working ways using clearly explained resemblance perception and effective integration of several types of understanding. The sealant is expanded for identifying difficult mappings between the relations and explains the analysis for its effective utilization.
机译:在语义网中,从不同关系中获得的信息流是确定的,并且在不正确理解它们之间的语义映射的情况下,跨关系处理这些数据并不容易。手动识别这些映射是一个复杂的过程,并且不可能通过Web进行。需要开发工具来支持关系映射以使语义Web成功。一种名为密封剂的技术被设计用于基于机器的学习以识别映射。对于两个给定的目录,一种关系中的感知由密封剂标识,它可以预测其他目录中最常见的感知。使用密封剂查看了许多相似性措施的基于概率的解释,该密封剂对所有这些措施均适用。此外,密封剂采用了不同的学习技术,每种技术都利用了数据出现或关系的目录框架中的几种信息类型。通过扩展用于将声音理解和域限制集成到匹配过程中的密封剂,可以提高匹配精度。该技术因使用清晰解释的相似感和几种理解类型的有效结合而随其工作方式而变化。扩展了密封剂以识别关系之间的困难映射,并解释了其有效利用的分析。

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