• DocumentCode
    2731996
  • Title

    Boundary-Based Lower-Bound Functions for Dynamic Time Warping and Their Indexing

  • Author

    Zhou, Mi ; Wong, Man Hon

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Chinese Univ. of Hong Kong
  • fYear
    2007
  • fDate
    15-20 April 2007
  • Firstpage
    1307
  • Lastpage
    1311
  • Abstract
    Lower-bound functions are crucial for indexing time-series data under dynamic time warping (DTW) distance. In this paper, we propose a unified framework to explain the existing lower-bound functions. Based on the framework, we further propose a group of lower-bound functions for DTW and investigate their performances through extensive experiments. Experimental results show that the new lower-bound functions are better than the existing one in most cases. An index structure based on the new lower-bound functions is also implemented.
  • Keywords
    indexing; time series; dynamic time warping; index structure; lower-bound functions; time-series data indexing; Computer science; Data engineering; Databases; Distortion measurement; Euclidean distance; Indexing; Q measurement; Testing; Time measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Engineering, 2007. ICDE 2007. IEEE 23rd International Conference on
  • Conference_Location
    Istanbul
  • Print_ISBN
    1-4244-0802-4
  • Electronic_ISBN
    1-4244-0803-2
  • Type

    conf

  • DOI
    10.1109/ICDE.2007.368999
  • Filename
    4221789