Data integration in data warehousing

被引:47
作者
Calvanese, D [1 ]
De Giacomo, G [1 ]
Lenzerini, M [1 ]
Nardi, D [1 ]
Rosati, R [1 ]
机构
[1] Univ Roma La Sapienza, Dipartimento Informat & Sistemist, I-00198 Rome, Italy
关键词
data warehousing; data integration; data reconciliation; local-as-view approach; query rewriting; automated reasoning;
D O I
10.1142/S0218843001000345
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Information integration is one of the most important aspects of a Data Warehouse. When data passes from the sources of the application-oriented operational environment to the Data Warehouse, possible inconsistencies and redundancies should be resolved, so that the warehouse is able to provide an integrated and reconciled view of data of the organization. We describe a novel approach to data integration in Data Warehousing. Our approach is based on a conceptual representation of the Data Warehouse application domain, and follows the so-called local-as-view paradigm: both source and Data Warehouse relations are defined as views over the conceptual model. We propose a technique for declaratively specifying suitable reconciliation correspondences to be used in order to solve conflicts among dat;a in different sources. The main goal of the method is to support the design of mediators that materialize the data in the Data Warehouse relations. Starting from the specification of one such relation as a query over the conceptual model, a rewriting algorithm reformulates the query in terms of both the source relations and the reconciliation correspondences, thus obtaining a correct specification of how to load the data ill the materialized view.
引用
收藏
页码:237 / 271
页数:35
相关论文
共 63 条
[1]  
Abiteboul S., 1998, Proceedings of the Seventeenth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems. PODS 1998, P254, DOI 10.1145/275487.275516
[2]  
Abiteboul S, 1997, LECT NOTES COMPUT SC, V1186, P351
[3]  
ABITEBOUL S, 1999, IEEE DATA ENG B, V22, P3
[4]  
Afrati FN, 1999, LECT NOTES COMPUT SC, V1540, P435
[5]  
[Anonymous], 1997, DATA WAREHOUSE ARCHI
[6]  
BATINI C, 1986, COMPUT SURV, V18, P323, DOI 10.1145/27633.27634
[7]  
Beeri C., 1997, Proceedings of the Sixteenth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, PODS 1997, P99, DOI 10.1145/263661.263673
[8]  
BERNSTEIN PA, 1999, IEEE DATA ENG B, V22, P9
[9]   DESCRIPTION LOGICS IN DATA MANAGEMENT [J].
BORGIDA, A .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 1995, 7 (05) :671-682
[10]   Source integration in Data Warehousing [J].
Calvanese, D ;
De Giacomo, G ;
Lenzerini, M ;
Nardi, D ;
Rosati, R .
NINTH INTERNATIONAL WORKSHOP ON DATABASE AND EXPERT SYSTEMS APPLICATIONS, PROCEEDINGS, 1998, :192-197