DocumentCode :
2403902
Title :
An efficient index structure for shift and scale invariant search of mufti-attribute time sequences
Author :
Kahveci, Tamer ; Singh, Ambuj ; Gürel, Aliekber
Author_Institution :
Dept. of Math., California Univ., Santa Barbara, CA, USA
fYear :
2002
fDate :
2002
Firstpage :
266
Abstract :
We consider the problem of shift and scale invariant search for multi-attribute time sequences. Our work fills a void in the existing literature for time sequence similarity since the existing techniques do not consider the general symmetric formulation of the problem. We define a new distance function for mufti-attribute time sequences that is symmetric: the distance between two time sequences is defined to be the smallest Euclidean distance after scaling and shifting either one of the sequences to be as close to the other. We define two models for comparing mufti-attribute time sequences: in the first model, the scaling and shifting of the component sequences are dependent, and in the second model they are independent. We propose a novel index structure called CS-Index (cone slice) for shift and scale invariant comparison of time sequences
Keywords :
data structures; query processing; sequences; temporal databases; time series; CS-Index; distance function; efficient index structure; multi-attribute time sequences; scale invariant search; shift invariant search; smallest Euclidean distance; symmetric formulation; time sequence similarity; Application software; Calibration; Computer science; Databases; Economic forecasting; Europe; Mathematics; North America; Temperature sensors; Time measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Data Engineering, 2002. Proceedings. 18th International Conference on
Conference_Location :
San Jose, CA
ISSN :
1063-6382
Print_ISBN :
0-7695-1531-2
Type :
conf
DOI :
10.1109/ICDE.2002.994720
Filename :
994720
Link To Document :
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