• DocumentCode
    2507773
  • Title

    Querying imprecise data in moving object environments

  • Author

    Cheng, Reynold ; Prabhakar, Sunil ; Kalashnikov, Dmitri V.

  • Author_Institution
    Dept. of Comput. Sci., Purdue Univ., West Lafayette, IN, USA
  • fYear
    2003
  • fDate
    5-8 March 2003
  • Firstpage
    723
  • Lastpage
    725
  • Abstract
    In moving object environments it is infeasible for the database tracking the movement of objects to store the exact locations of objects at all times. Typically the location of an object is known with certainty only at the time of the update. The uncertainty in its location increases until the next update. In this environment, it is possible for queries to produce incorrect results based upon old data. However, if the degree of uncertainty is controlled, then the error of the answers to certain queries can be reduced. More generally, query answers can be augmented with probabilistic estimates of the validity of the answer. We study the execution of such probabilistic nearest-neighbor queries. The imprecision in answers to the queries is an inherent property of these applications due to uncertainty in the data, unlike the techniques for approximate nearest-neighbor processing that trade accuracy for performance.
  • Keywords
    probability; query processing; temporal databases; uncertainty handling; database tracking; imprecise data querying; moving object environments; object movement model; probabilistic nearest-neighbor queries; uncertainty model; Bandwidth; Batteries; Computer science; Databases; Delay effects; Error correction; Monitoring; Nearest neighbor searches; Tracking; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Engineering, 2003. Proceedings. 19th International Conference on
  • Print_ISBN
    0-7803-7665-X
  • Type

    conf

  • DOI
    10.1109/ICDE.2003.1260848
  • Filename
    1260848