Title :
Partial elastic matching of time series
Author :
Latecki, Longin Jan ; Megalooikonomou, Vasileios ; Wang, Qiang ; Lakaemper, Rolf ; Ratanamahatana, C.A. ; Keogh, E.
Author_Institution :
Dept. of Comput. & Inf. Sci., Temple Univ., Philadelphia, PA, USA
Abstract :
We consider the problem of elastic matching of time series. We propose an algorithm that determines a subsequence of a target time series that best matches a query series. In the proposed algorithm, we map the problem of the best matching subsequence to the problem of a cheapest path in a DAG (directed acyclic graph). The proposed approach allows us to also compute the optimal scale and translation of time series values, which is a nontrivial problem in the case of subsequence matching.
Keywords :
directed graphs; pattern matching; time series; directed acyclic graph; partial elastic matching; query series matching; subsequence matching; time series matching; Clustering algorithms; Computer science; Data mining; Dynamic programming; Euclidean distance; Information science; Pervasive computing; Time measurement;
Conference_Titel :
Data Mining, Fifth IEEE International Conference on
Print_ISBN :
0-7695-2278-5
DOI :
10.1109/ICDM.2005.118