Graph-Driven Federated Data Management

被引:5
|
作者
Nadal, Sergi [1 ]
Abello, Alberto [1 ]
Romero, Oscar [1 ]
Vansummeren, Stijn [2 ]
Vassiliadis, Panos [3 ]
机构
[1] Univ Politecn Cataluna, Barcelona 08034, Spain
[2] UHasselt Hasselt Univ, Data Sci Inst, B-3590 Diepenbeek, Belgium
[3] Univ Ioannina, Ioannina 45110, Greece
关键词
Data integration; data wrangling; GLAV mappings; QUERIES; INTEGRATION; ONTOLOGY;
D O I
10.1109/TKDE.2021.3077044
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 flexible and user-friendly query interface. Traditional techniques for answering queries using views, focused on a rather static setting, fail to address such requirements. To overcome these issues, we propose a fully-fledged 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 the proposed method yields good performance and does not introduce a significant overhead.
引用
收藏
页码:509 / 520
页数:12
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