• DocumentCode
    2458496
  • Title

    F2DB: The Flash-Forward Database System

  • Author

    Fischer, Ulrike ; Rosenthal, Frank ; Lehner, Wolfgang

  • Author_Institution
    Database Technol. Group, Dresden Univ. of Technol., Dresden, Germany
  • fYear
    2012
  • fDate
    1-5 April 2012
  • Firstpage
    1245
  • Lastpage
    1248
  • Abstract
    Forecasts are important to decision-making and risk assessment in many domains. Since current database systems do not provide integrated support for forecasting, it is usually done outside the database system by specially trained experts using forecast models. However, integrating model-based forecasting as a first-class citizen inside a DBMS speeds up the forecasting process by avoiding exporting the data and by applying database-related optimizations like reusing created forecast models. It especially allows subsequent processing of forecast results inside the database. In this demo, we present our prototype F2DB based on PostgreSQL, which allows for transparent processing of forecast queries. Our system automatically takes care of model maintenance when the underlying dataset changes. In addition, we offer optimizations to save maintenance costs and increase accuracy by using derivation schemes for multidimensional data. Our approach reduces the required expert knowledge by enabling arbitrary users to apply forecasting in a declarative way.
  • Keywords
    SQL; database management systems; decision making; query processing; risk management; DBMS; F2DB; PostgreSQL; database-related optimization; decision making; derivation scheme; flash-forward database system; maintenance cost; model maintenance; model-based forecasting; multidimensional data; risk assessment; transparent forecast query processing; Analytical models; Data models; Forecasting; Maintenance engineering; Mathematical model; Predictive models; Time series analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Engineering (ICDE), 2012 IEEE 28th International Conference on
  • Conference_Location
    Washington, DC
  • ISSN
    1063-6382
  • Print_ISBN
    978-1-4673-0042-1
  • Type

    conf

  • DOI
    10.1109/ICDE.2012.117
  • Filename
    6228179