Graph-Driven Federated Data Management (Extended Abstract)

被引:0
|
作者
Nadal, Sergi [1 ]
Abello, Alberto [1 ]
Romero, Oscar [1 ]
Vansummerem, Stijn [2 ]
Vassiliadis, Panos [3 ]
机构
[1] Univ Politecn Cataluna, Barcelona, Spain
[2] UHasselt Hasselt Univ, Data Sci Inst, Diepenbeek, Belgium
[3] Univ Ioannina, Ioannina, Greece
关键词
Data integration; query rewriting; GLAV mappings;
D O I
10.1109/ICDE53745.2022.00130
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Modern data analysis applications require the ability to provide on-demand integration of data sources while offering a user-friendly query interface. Traditional methods for answering queries using views, focused on a rather static setting, fail to address such requirements. To overcome these issues, we propose a full fledged, GLAV-based data integration approach based on graph-based constructs. The extensibility of graphs allows us to extend the traditional framework for data integration with view definitions. Furthermore, we also propose a query language based on subgraphs. We tackle query answering via a query rewriting algorithm based on well-known algorithms for answering queries using views. We experimentally show that our method yields good performance with no significant overhead.
引用
收藏
页码:1507 / 1508
页数:2
相关论文
共 50 条
  • [21] Graph-Driven Generative Models for Heterogeneous Multi-Task Learning
    Wang, Wenlin
    Xu, Hongteng
    Gan, Zhe
    Li, Bai
    Wang, Guoyin
    Chen, Liqun
    Yang, Qian
    Wang, Wenqi
    Carin, Lawrence
    THIRTY-FOURTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THE THIRTY-SECOND INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE AND THE TENTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2020, 34 : 979 - 988
  • [22] Data-Driven Invariant Learning for Probabilistic Programs (Extended Abstract)
    Bao, Jialu
    Trivedi, Nitesh
    Pathak, Drashti
    Hsu, Justin
    Roy, Subhajit
    PROCEEDINGS OF THE THIRTY-SECOND INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2023, 2023, : 6415 - 6419
  • [23] Object-oriented design of graph oriented data structures (extended abstract)
    Pizzonia, M
    Di Battista, G
    ALGORITHM ENGINEERING AND EXPERIMENTATION, 1999, 1619 : 140 - 155
  • [24] KGAssembly: Knowledge graph-driven assembly process generation and evaluation for complex components
    Zhou, Bin
    Bao, Jinsong
    Chen, Zhiyu
    Liu, Yahui
    INTERNATIONAL JOURNAL OF COMPUTER INTEGRATED MANUFACTURING, 2022, 35 (10-11) : 1151 - 1171
  • [25] Research on knowledge graph-driven equipment fault diagnosis method for intelligent manufacturing
    Chang Cai
    Zhengyi Jiang
    Hui Wu
    Junsheng Wang
    Jiawei Liu
    Lei Song
    The International Journal of Advanced Manufacturing Technology, 2024, 130 : 4649 - 4662
  • [26] Open architecture of CNC system research based on CAD graph-driven technology
    Li, Pengfei
    Gao, Tao
    Wang, Jianping
    Liu, Hongzhao
    ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2010, 26 (06) : 720 - 724
  • [27] The complexity of counting graph homomorphisms (extended abstract)
    Dyer, M
    Greenhill, C
    PROCEEDINGS OF THE ELEVENTH ANNUAL ACM-SIAM SYMPOSIUM ON DISCRETE ALGORITHMS, 2000, : 246 - 255
  • [28] Covering a Graph with a Constrained Forest (Extended Abstract)
    Bazgan, Cristina
    Couetoux, Basile
    Tuza, Zsolt
    ALGORITHMS AND COMPUTATION, PROCEEDINGS, 2009, 5878 : 892 - +
  • [29] Graph Isomorphism in Quasipolynomial Time [Extended Abstract]
    Babai, Laszlo
    STOC'16: PROCEEDINGS OF THE 48TH ANNUAL ACM SIGACT SYMPOSIUM ON THEORY OF COMPUTING, 2016, : 684 - 697
  • [30] On embedding a cycle in a plane graph (Extended abstract)
    Cortese, PR
    Di Battista, G
    Patrignani, M
    Pizzonia, M
    GRAPH DRAWING, 2006, 3843 : 49 - 60