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Semantic technologies for industry: From knowledge modeling and integration to intelligent applications

机译:工业语义技术:从知识建模和集成到智能应用

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摘要

Artificial Intelligence technologies are growingly used within several software systems ranging from Web services to mobile applications. It is by no doubt true that the more AI algorithms and methods are used the more they tend to depart from a pure "AI" spirit and end to refer to the sphere of standard software. In a sense, AI seems strongly connected with ideas, methods and tools that are not (yet) used by the general public. On the contrary, a more realistic view of it would be a rich and pervading set of successful paradigms and approaches. Industry is currently perceiving semantic technologies as a key contribution of AI to innovation. In this paper a survey of current industrial experiences is used to discuss different semantic technologies at work in heterogeneous areas, ranging from Web services to semantic search and recommender systems.The resulting picture confirms the vitality of the area and allows to sketch a general taxonomy of approaches, that is the main contribution of this paper.
机译:从Web服务到移动应用程序,各种软件系统中都越来越多地使用人工智能技术。毫无疑问,使用的AI算法和方法越多,它们越倾向于偏离纯粹的“ AI”精神,而最终指向标准软件领域。从某种意义上讲,人工智能似乎与尚未被公众使用的思想,方法和工具紧密相关。相反,更现实的看法是成功的范式和方法的丰富而普遍。当前,业界将语义技术视为AI对创新的重要贡献。本文通过对当前行业经验的调查来讨论在异构领域中工作的不同语义技术,从Web服务到语义搜索和推荐系统,其结果证实了该领域的生命力,并可以勾勒出该领域的一般分类法。方法,这是本文的主要贡献。

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