Title :
Grid Representation for Efficient Similarity Search in Time Series Databases
Author :
Duan, Guifang ; Suzuki, Yu. ; Kawagoe, Kyoji
Author_Institution :
Ritsumeikan University, Japan
Abstract :
Widespread interest in time-series similarity search has made more in need of efficient technique, which can reduce dimensionality of the data and then to index it easily using a multidimensional structure. In this paper, we introduce a new technique, which we called grid representation, based on a grid approximation of the data. We propose a lower bounding distance measure that enables a bitmap approach for fast computation and searching. We also show how grid representation can be indexed with a multidimensional index structure, and demonstrate its superiority.
Keywords :
Aggregates; Data engineering; Databases; Discrete Fourier transforms; Discrete wavelet transforms; Fourier transforms; Grid computing; Indexes; Multidimensional systems; Pervasive computing;
Conference_Titel :
Data Engineering Workshops, 2006. Proceedings. 22nd International Conference on
Conference_Location :
Atlanta, GA, USA
Print_ISBN :
0-7695-2571-7
DOI :
10.1109/ICDEW.2006.63