کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
534949 870307 2008 14 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Matching of quasi-periodic time series patterns by exchange of block-sorting signatures
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Matching of quasi-periodic time series patterns by exchange of block-sorting signatures
چکیده انگلیسی

We propose a novel method for quasi-periodic time series patterns matching, through signature exchange between the two patterns. The signature is obtained through sorting of the time series on magnitude. The advantage is that the difficult task of comparing the two patterns can be easily performed as a result of this exchange: The original time series is compared (point to point matching) to the reconstructed time series obtained through the reverse process, using the other time series signature. The matching is such that periods in one time series are put into correspondence with periods in the other time series, even if the time series is of different basic patterns and/or different lengths. The method is simple to implement and requires no parameters. It was compared to the very appreciated DTW algorithm on execution time, space and accuracy. Due to the quasi-periodic nature of the electrocardiogram, the tests were performed on ECG traces, selected from the Massachusetts Institute of Technology – Beth Israel Hospital (MITBIH) public database. Results show that the proposed method outperforms DTW on all aspects. This suggests that our method could be a good alternative to the classical DTW technique for quasi-periodic signals comparison. Specific applications are foreseen for our method: Novelty detection and person identification using ECG.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition Letters - Volume 29, Issue 4, 1 March 2008, Pages 501–514
نویسندگان
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