Efficient Dynamic Time Warping by Adaptively Controlling the Valid Warping Range

被引:0
|
作者
Seok-Woo Jang [1 ]
Gye-Young Kim [2 ]
Young-Jae Park [2 ]
Hyung-Il Choi [3 ]
机构
[1] Dept of Digital Media,Anyang University
[2] Dept of Computing,Soongsil-niversity
[3] Dept of Global Media,Soongsil-University
关键词
component; time series; dynamic time warping; valid range pruning;
D O I
暂无
中图分类号
TP273.2 [];
学科分类号
080201 ; 0835 ;
摘要
Dynamic time warping(DTW)spends most of the time in generating the correlation table,and it establishes the global path constraints to reduce the time complexity.However,the global constraints restrain just in terms of the time axis.In this paper,we therefore propose another version of DTW,to be called branch-and-bound DTW(BnB-DTW),which adaptively controb its global path constraints by reflecting the contents of input patterns. Experimental results show that the suggested BnB-DTW algorithm performs more efficiently than other conventional DTW approaches while not increasing the optimal warping cost.
引用
收藏
页码:168 / 172
页数:5
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