• DocumentCode
    2677463
  • Title

    Maintaining data cubes under dimension updates

  • Author

    Hurtado, Carlos A. ; Mendelzon, Alberto O. ; Vaisman, Alejandro A.

  • Author_Institution
    Toronto Univ., Ont., Canada
  • fYear
    1999
  • fDate
    23-26 Mar 1999
  • Firstpage
    346
  • Lastpage
    355
  • Abstract
    OLAP systems support data analysis through a multidimensional data model, according to which data facts are viewed as points in a space of application-related “dimensions”, organized into levels which conform to a hierarchy. The usual assumption is that the data points reflect the dynamic aspect of the data warehouse, while dimensions are relatively static. However, in practice, dimension updates are often necessary to adapt the multidimensional database to changing requirements. Structural updates can also take place, like addition of categories or modification of the hierarchical structure. When these updates are performed, the materialized aggregate views that are typically stored in OLAP systems must be efficiently maintained. These updates are poorly supported (or not supported at all) in current commercial systems, and have received little attention in the research literature. We present a formal model of dimension updates in a multidimensional model, a collection of primitive operators to perform them, and a study of the effect of these updates on a class of materialized views, giving an algorithm to efficiently maintain them
  • Keywords
    data mining; data models; data warehouses; database theory; OLAP systems; application related dimensions; commercial systems; data analysis; data cube maintenance; data facts; data points; data warehouse; dimension updates; dynamic aspect; formal model; hierarchical structure; materialized aggregate views; materialized views; multidimensional data model; multidimensional database; multidimensional model; primitive operators; structural updates; Aggregates; Data analysis; Data models; Data visualization; Data warehouses; Databases; Decision making; Extraterrestrial measurements; Insurance; Multidimensional systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Engineering, 1999. Proceedings., 15th International Conference on
  • Conference_Location
    Sydney, NSW
  • ISSN
    1063-6382
  • Print_ISBN
    0-7695-0071-4
  • Type

    conf

  • DOI
    10.1109/ICDE.1999.754950
  • Filename
    754950