Efficient Dynamic Time Warping by Adaptively Controlling the Valid Warping RangeOA
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.
Seok-Woo Jang;Gye-Young Kim;Young-Jae Park;Hyung-Il Choi
Dept of Digital Media,Anyang UniversityDept of Computing,Soongsil-niversityDept of Computing,Soongsil-niversityDept of Global Media,Soongsil-University
计算机与自动化
componenttime seriesdynamic time warpingvalid range pruning
《测试科学与仪器:英文版》 2010 (S1)
P.168-172,5
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