AuMixDw: Towards an automated hybrid approach for building XML data warehouses

被引:2
|
作者
Ouaret, Zoubir [1 ]
Boukraa, Doulkifli [2 ]
Boussaid, Omar [3 ]
Chalal, Rachid [4 ]
机构
[1] ESI, Natl Sch Informat, BP 68M, Algiers 16309, Algeria
[2] Univ Jijel, POB 98, Ouled Aissa, Jijel, Algeria
[3] Univ Lumiere Lyon 2, ERIC Lab, Lyon, France
[4] ESI, Natl Sch Informat, LMCS Syst Design Methodol Lab, BP 68M, Algiers 16309, Algeria
关键词
XML; SBVR; BIR; Data warehouse; User requirement; Dimensional modelling;
D O I
10.1016/j.datak.2019.01.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a mixed approach for building XML data warehouses from both XML data sources and user requirements. Our proposed approach aims at obtaining a unique multidimensional schema of the XML data warehouse. The approach follows three steps. During the first step, an intermediate SBVR model extended with template rules is used to accommodate a data warehousing system and to facilitate the automatic identification of facts and dimensions from the user requirements. After modelling XML data sources in UML, the second step corresponds to identifying candidate DW schemata from such data sources. The third step compares these candidate schemata with the reference model obtained from the user requirements. In this step, we propose to adapt similarity metric-extended Boolean models (BIR) and to use them in order to measure, rank and select the most appropriate data warehouse schema. Such a schema should best describe the data sources and exhaustively cover all the needed user requirements. To demonstrate our approach, we present a case study of the bibliographic database dblp.
引用
收藏
页码:60 / 82
页数:23
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