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arXiv 1707.03232cs.AI
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基于语义嵌入知识图谱的演绎推理和类比推理

Deductive and Analogical Reasoning on a Semantically Embedded Knowledge Graph

U.S. Army Research Laboratory(美国陆军研究实验室)

Douglas Summers-Stay

摘要:

将知识表示为连续语义向量空间中的高维向量,可以克服传统知识库的脆弱性和不完备性。我们提出了一种直接在这样的向量空间中进行演绎推理的方法,在推理链的每一步都以简单的方式结合类比、联想和演绎,利用来自不同来源和本体的知识。

英文摘要:

Representing knowledge as high-dimensional vectors in a continuous semantic vector space can help overcome the brittleness and incompleteness of traditional knowledge bases. We present a method for performing deductive reasoning directly in such a vector space, combining analogy, association, and deduction in a straightforward way at each step in a chain of reasoning, drawing on knowledge from diverse sources and ontologies.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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