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Graph-Driven Federated Data Management

delete2021-01-01
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OA
AI
N
Nadal, Sergi *
A
Alberto Abelló
O
Oscar Romero
S
Stijn Vansummeren
P
Panos Vassiliadis
DOI:10.1109/TKDE.2021.3077044delete
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Abstract

Abstract

En 中文
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.
Keywords:
Data integration
data wrangling
GLAV mappings
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Journal

IEEE Transactions on Knowledge and Data Engineering cover
IEEE Transactions on Knowledge and Data Engineering
IF:
10.4
Papers:
6.9K
Citations:
3.2W

Organization

U
University of Ioannina
Scholars:
8.0K
Papers: 7.1K
Citations: 8.0K
U
universitat politecnica de catalunya
Scholars:
1.9W
Papers: 1.6W
Citations: 17
H
Hasselt University
Scholars:
6.4K
Papers: 5.3K
Citations: 7.6K
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