• DocumentCode
    2707471
  • Title

    Case based reasoning as a tool "in the search for knowledge in databases": prospects of a "support system" for residential valuation and the construction of residential housing

  • Author

    Dattani, I. ; Bramer, M.

  • Author_Institution
    AI Res. Group, Portsmouth Uni., UK
  • fYear
    1995
  • fDate
    7-7 March 1995
  • Firstpage
    42522
  • Lastpage
    42527
  • Abstract
    The work in progress within the domain of property valuation and construction involves the use of two datasets at present. The first of these was collated from the 1970 US Census. The analysis of house price data to establish the effect of variations in locational and physical attributes has been attempted with the use of statistical techniques alone: the aim is usually to establish which attributes can then be used to synthesise valuations of a range of different properties. On their own, statistical techniques appear to have achieved only a limited degree of success despite the relatively complex calculations involved. Results derived can be open possibly to different interpretation and any additional knowledge or information used by the expert in making the valuations is not readily apparent. We are looking to consider whether numerical analysis and case based reasoning can complement one another within a hybrid system. Within such a system statistical techniques can be used to perform exploratory data analysis (EDA) on large datasets after which CBR can be used and information derived from the initial statistical tests can act as input into any CBR system, particularly when applying appropriate weightings and developing qualitative models.
  • Keywords
    case-based reasoning; construction industry; data analysis; expert systems; real estate data processing; statistical analysis; case based reasoning; databases; datasets; exploratory data analysis; house price data; hybrid system; numerical analysis; property valuation; qualitative models; residential housing construction; residential valuation; statistical techniques; Case based reasoning; Construction industry; Expert systems; Statistics;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Case Based Reasoning: Prospects for Applications (Digest No. 1995/047), IEE Colloquium on
  • Conference_Location
    London, UK
  • Type

    conf

  • DOI
    10.1049/ic:19950320
  • Filename
    478102