OLAP query reformulation in peer-to-peer data warehousing

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• 作者：M. Golfarelli^a ; ^{matteo.golfarelli@unibo.it} ; F. Mandreoli^b ; ^c ; ^{federica.mandreoli@unimo.it} ; W. Penzo^a ; ^c ; ^{wilma.penzo@unibo.it} ; S. Rizzi^a ; ^{stefano.rizzi@unibo.it} ; E. Turricchia^a ; ^{elisa.turricchia2@unibo.it}
• 关键词：Business intelligence ; OLAP ; Distributed databases ; Query reformulation
• 刊名：Information Systems
• 出版年：2012
• 期刊代码：64_03064379
• 类别：cp
• 出版时间：July, 2012
• 卷：37
• 期：5
• 页码：393-411
• 文件大小：752 K

摘要

Inter-business collaborative contexts prefigure a distributed scenario where companies organize and coordinate themselves to develop common and shared opportunities, but traditional business intelligence systems do not provide support to this end. To fill this gap, in this paper we envision a peer-to-peer data warehousing architecture based on a network of heterogeneous peers, each exposing query answering functionalities aimed at sharing business information. To enhance the decision making process, an OLAP query expressed on a peer needs to be properly reformulated on the local multidimensional schemata of the other peers. To this end, we present a language for the definition of mappings between the multidimensional schemata of peers and we introduce a query reformulation framework that relies on the translation of mappings, queries, and multidimensional schemata onto the relational level. Then, we formalize a query reformulation algorithm and prove two properties: correctness and closure, that are essential in a peer-to-peer setting. Finally, we discuss the main implementation issues related to the reformulation setting proposed, with specific reference to the case in which the local multidimensional engines hosted by peers use the standard MDX language.