• DocumentCode
    2890129
  • Title

    Study on Formal Reasoning in Metadata Integration Based on CWM

  • Author

    Zhao, Xiao-fei ; Huang, Zhi-qiu

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Nanjing Univ. of Aeronaut. & Astronaut.
  • fYear
    2006
  • fDate
    13-16 Aug. 2006
  • Firstpage
    1493
  • Lastpage
    1501
  • Abstract
    During the metadata integrating based on common warehouse metamodel (CWM), the different experiences and views of describing data of organizations involved in integration bring metadata on some problems inevitably, such as inconsistencies and redundancies. However, reasoning on CWM metadata for automatically detecting these problems is difficult because CWM metamodel and metadata lack precise semantics. In this paper, we formalize and reason on CWM metamodel and metadata in terms of a logic belonging to description logics, which are subsets of first-order logic. We distinguish consistency into horizontal consistency and evolution consistency. Towards evolution consistency, we extend CWM metamodel with version capabilities so that reasoning about inconsistency caused by evolution can be done. Then reasoning engine LOOM is applied to check consistency for the above two situations, the results are encouraging
  • Keywords
    data integrity; data models; data warehouses; formal logic; inference mechanisms; meta data; LOOM reasoning engine; common warehouse metamodel; description logics; evolution consistency; first-order logic; formal reasoning; horizontal consistency; metadata integration; Computer science; Cybernetics; Data engineering; Data warehouses; Engines; Hydrogen; Logic; Machine learning; Redundancy; Common Warehouse Metamodel (CWM); Description Logics; Evolution Consistency; Horizontal Consistency; Metadata Evolution; Metadata Integration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2006 International Conference on
  • Conference_Location
    Dalian, China
  • Print_ISBN
    1-4244-0061-9
  • Type

    conf

  • DOI
    10.1109/ICMLC.2006.258765
  • Filename
    4028300