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
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;
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
DOI :
10.1109/ICDE.2007.368999