Time-series averaging using constrained dynamic time warping with tolerance

作者：

Highlights：

• Averaging of time-series of different lengths.

• Introducing constraints and tolerance to DBA (DTW Barycenter Averaging).

• Application on a time-series classification task.

摘要

•Averaging of time-series of different lengths.•Introducing constraints and tolerance to DBA (DTW Barycenter Averaging).•Application on a time-series classification task.

论文关键词：Time-series averaging,Dynamic time warping,Local constraints,Constrained DTW barycenter averaging,Time-series classification

论文评审过程：Received 31 January 2017, Revised 12 July 2017, Accepted 15 August 2017, Available online 26 August 2017, Version of Record 23 October 2017.

论文官网地址：https://doi.org/10.1016/j.patcog.2017.08.015