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
相关论文
共 50 条
  • [41] Querying large-scale knowledge graphs using Qualitative Spatial Reasoning
    Mantle, Matthew
    Batsakis, Sotirios
    Antoniou, Grigoris
    EXPERT SYSTEMS WITH APPLICATIONS, 2024, 258
  • [42] From biomedical knowledge graph construction to semantic querying: a comprehensive approach
    Ling Wang
    Haoyu Hao
    Xue Yan
    Tie Hua Zhou
    Keun Ho Ryu
    Scientific Reports, 15 (1)
  • [43] Efficiently embedding dynamic knowledge graphs
    Wu, Tianxing
    Khan, Arijit
    Yong, Melvin
    Qi, Guilin
    Wang, Meng
    KNOWLEDGE-BASED SYSTEMS, 2022, 250
  • [44] Construction of Knowledge Graphs: Current State and Challenges
    Hofer, Marvin
    Obraczka, Daniel
    Saeedi, Alieh
    Koepcke, Hanna
    Rahm, Erhard
    INFORMATION, 2024, 15 (08)
  • [45] A spatial logic for querying graphs
    Cardelli, L
    Gardner, P
    Ghelli, G
    AUTOMATA, LANGUAGES AND PROGRAMMING, 2002, 2380 : 597 - 610
  • [46] Querying Temporal Property Graphs
    Andriamampianina, Landy
    Ravat, Franck
    Song, Jiefu
    Valles-Parlangeau, Nathalie
    ADVANCED INFORMATION SYSTEMS ENGINEERING (CAISE 2022), 2022, : 355 - 370
  • [47] Construction of Knowledge Graphs for Maritime Dangerous Goods
    Zhang, Qi
    Wen, Yuanqiao
    Zhou, Chunhui
    Long, Hai
    Han, Dong
    Zhang, Fan
    Xiao, Changshi
    SUSTAINABILITY, 2019, 11 (10)
  • [48] Cybersecurity knowledge graphs construction and quality assessment
    Li, Hongyi
    Shi, Ze
    Pan, Chengwei
    Zhao, Di
    Sun, Nan
    COMPLEX & INTELLIGENT SYSTEMS, 2024, 10 (01) : 1201 - 1217
  • [49] Cybersecurity knowledge graphs construction and quality assessment
    Hongyi Li
    Ze Shi
    Chengwei Pan
    Di Zhao
    Nan Sun
    Complex & Intelligent Systems, 2024, 10 : 1201 - 1217
  • [50] Approximate Querying on Property Graphs
    Dumbrava, Stefania
    Bonifati, Angela
    Diaz, Amaia Nazabal Ruiz
    Vuillemot, Romain
    SCALABLE UNCERTAINTY MANAGEMENT, SUM 2019, 2019, 11940 : 250 - 265