• DocumentCode
    2865968
  • Title

    Partial elastic matching of time series

  • Author

    Latecki, Longin Jan ; Megalooikonomou, Vasileios ; Wang, Qiang ; Lakaemper, Rolf ; Ratanamahatana, C.A. ; Keogh, E.

  • Author_Institution
    Dept. of Comput. & Inf. Sci., Temple Univ., Philadelphia, PA, USA
  • fYear
    2005
  • fDate
    27-30 Nov. 2005
  • Abstract
    We consider the problem of elastic matching of time series. We propose an algorithm that determines a subsequence of a target time series that best matches a query series. In the proposed algorithm, we map the problem of the best matching subsequence to the problem of a cheapest path in a DAG (directed acyclic graph). The proposed approach allows us to also compute the optimal scale and translation of time series values, which is a nontrivial problem in the case of subsequence matching.
  • Keywords
    directed graphs; pattern matching; time series; directed acyclic graph; partial elastic matching; query series matching; subsequence matching; time series matching; Clustering algorithms; Computer science; Data mining; Dynamic programming; Euclidean distance; Information science; Pervasive computing; Time measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Mining, Fifth IEEE International Conference on
  • ISSN
    1550-4786
  • Print_ISBN
    0-7695-2278-5
  • Type

    conf

  • DOI
    10.1109/ICDM.2005.118
  • Filename
    1565761