Database design with common sense business reasoning and learning

  • Authors:
  • Veda C. Storey;Roger H. L. Chiang;Debabrata Dey;Robert C. Goldstein;Shankar Sudaresan

  • Affiliations:
  • Georgia State Univ., Atlanta;Nanyang Technological Univ., Singapore;Univ. of Washington, Seattle;Univ. of British Columbia, Vancouver, B.C., Canada;Pennsylvania State Univ., University Park

  • Venue:
  • ACM Transactions on Database Systems (TODS)
  • Year:
  • 1997

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Abstract

Automated database design systems embody knowledge about the database design process. However, their lack of knowledge about the domains for which databases are being developed significantly limits their usefulness. A methodology for acquiring and using general world knowledge about business for database design has been developed and implemented in a system called the Common Sense Business Reasoner, which acquires facts about application domains and organizes them into a a hierarchical, context-dependent knowledge base. This knowledge is used to make intelligent suggestions to a user about the entities, attributes, and relationships to include in a database design. A distance function approach is employed for integrating specific facts, obtained from individual design sessions, into the knowledge base (learning) and for applying the knowledge to subsequent design problems (reasoning).