NOUS: Construction and Querying of Dynamic Knowledge Graphs

被引:15
|
作者
Choudhury, Sutanay [1 ]
Agarwal, Khushbu [1 ]
Purohit, Sumit [1 ]
Zhang, Baichuan [2 ]
Pirrung, Meg [1 ]
Smith, Will [1 ]
Thomas, Mathew [1 ]
机构
[1] Pacific Northwest Natl Lab, 902 Battelle Blvd, Richland, WA 99352 USA
[2] Indiana Univ Purdue Univ Indianapolis, Indianapolis, IN USA
关键词
D O I
10.1109/ICDE.2017.228
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The ability to construct domain specific knowledge graphs (KG) and perform question-answering or hypothesis generation is a transformative capability. Despite their value, automated construction of knowledge graphs remains an expensive technical challenge that is beyond the reach for most enterprises and academic institutions. We propose an end-to-end framework for developing custom knowledge graph driven analytics for arbitrary application domains. The uniqueness of our system lies A) in its combination of curated KGs along with knowledge extracted from unstructured text, B) support for advanced trending and explanatory questions on a dynamic KG, and C) the ability to answer queries where the answer is embedded across multiple data sources.
引用
收藏
页码:1563 / 1565
页数:3
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