타임 워핑 하의 효율적인 시계열 서브시퀀스 매칭을 위한 접두어 질의 기법의 확장

초록

This paper discusses the way of processing time-series subsequence matching under time warping. Time warping enables finding sequences with similar patterns even when they are of different lengths. The prefix-querying method is the first index-based approach that performs time-series subsequence matching under time warping without false dismissals. This method employs the L∞ as a base distance function for allowing users to issue queries conveniently. In this paper, we extend the prefix-querying method for absorbing L1, which is the most-widely used as a base distance function in time-series subsequence matching under time warping, instead of L∞. We also formally prove that the proposed method does not incur any false dismissals in the subsequence matching. To show the superiority of our method, we conduct performance evaluation via a variety of experiments. The results reveal that our method achieves significant performance improvement in orders of magnitude compared with previous methods.

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