Deep Time-Series Clustering: A Review.

Alqahtani, Ali; Ali, Mohammed; Xie, Xianghua; Jones, Mark W.

We present a comprehensive, detailed review of time-series data analysis, with emphasis on deep time-series clustering (DTSC), and a case study in the context of movement behavior clustering utilizing the deep clustering method. Specifically, we modified the DCAE architectures to suit time-series data at the time of our prior deep clustering work. Lately, several works have been carried out on deep clustering of time-series data. We also review these works and identify state-of-the-art, as well as present an outlook on this important field of DTSC from five important perspectives.

DEEP learning; DATA analysis

Electronics (2079-9292), 2021, Vol 10, Issue 23, p3001

2079-9292

Academic Journal

10.3390/electronics10233001