Time-series clustering – A decade review

作者:

Highlights:

• Anatomy of time-series clustering is revealed by introducing its 4 main component.

• Research works in each of the four main components are reviewed in detail and compared.

• Analysis of research works published in the last decade.

• Enlighten new paths for future works for time-series clustering and its components.

摘要

•Anatomy of time-series clustering is revealed by introducing its 4 main component.•Research works in each of the four main components are reviewed in detail and compared.•Analysis of research works published in the last decade.•Enlighten new paths for future works for time-series clustering and its components.

论文关键词:Clustering,Time-series,Distance measure,Evaluation measure,Representations

论文评审过程:Received 13 October 2014, Accepted 27 April 2015, Available online 6 May 2015, Version of Record 29 May 2015.

论文官网地址:https://doi.org/10.1016/j.is.2015.04.007