Global viewing of heterogeneous data sources

被引:126
作者
Castano, S
De Antonellis, V
di Vimercati, SD
机构
[1] Univ Milan, Dipartimento Sci Informaz, I-20135 Milan, Italy
[2] Univ Brescia, Dipartimento Elettron Automaz, I-25123 Brescia, Italy
关键词
heterogeneous data sources; affinity; clustering; global view; schema analysis and unification;
D O I
10.1109/69.917566
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The problem of defining global views of heterogeneous data sources to support querying and cooperation activities is becoming more and more important due to the availability of multiple data sources within complex organizations and in global information systems. Global Views are defined to provide a unified representation of the information in the different sources by analyzing conceptual schemas associated with them and resolving possible semantic heterogeneity. In the paper. we propose an affinity-based unification method for global view construction. In the method: 1) The concept of affinity is introduced to assess the level of semantic relationship between elements in different schemas by taking into account semantic heterogeneity; 2) Schema elements are classified by affinity levels using clustering procedures so that their different representations can be analyzed for unification; 3) Global Views are constructed starting from selected clusters by unifying representations of their elements. Experiences of applying the proposed unification method and the associated tool environment ARTEMIS on databases of the Italian Public Administration information systems are described.
引用
收藏
页码:277 / 297
页数:21
相关论文
共 45 条
  • [1] AGARWAL S, 1995, PROC INT CONF DATA, P495, DOI 10.1109/ICDE.1995.380364
  • [2] Arens Y., 1993, International Journal of Intelligent & Cooperative Information Systems, V2, P127, DOI 10.1142/S0218215793000071
  • [3] Atzeni P., 1993, RELATIONAL DATABASE
  • [4] BATINI C, 1986, ACM COMPUT SURV, V18, P322
  • [5] Batini C., 1992, CONCEPTUAL DATABASE
  • [6] BATINI C, 1997, P ER97 16 INT C CONC, P313
  • [7] Bergamaschi S, 1998, FR ART INT, V46, P253
  • [8] BUILDING A FEDERATED RELATIONAL DATABASE SYSTEM - AN APPROACH USING A KNOWLEDGE-BASED SYSTEM
    BLANCO, JM
    ILLARRAMENDI, A
    GONI, A
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT & COOPERATIVE INFORMATION SYSTEMS, 1994, 3 (04): : 415 - 455
  • [9] AUTOMATED RESOLUTION OF SEMANTIC HETEROGENEITY IN MULTIDATABASES
    BRIGHT, MW
    HURSON, AR
    PAKZAD, S
    [J]. ACM TRANSACTIONS ON DATABASE SYSTEMS, 1994, 19 (02): : 212 - 253
  • [10] BUNEMAN P, 1996, I3 POB WORK GROUP HE