Unsupervised Visual Time-Series Representation Learning and Clustering

11/19/2021
by   Gaurangi Anand, et al.
0

Time-series data is generated ubiquitously from Internet-of-Things (IoT) infrastructure, connected and wearable devices, remote sensing, autonomous driving research and, audio-video communications, in enormous volumes. This paper investigates the potential of unsupervised representation learning for these time-series. In this paper, we use a novel data transformation along with novel unsupervised learning regime to transfer the learning from other domains to time-series where the former have extensive models heavily trained on very large labelled datasets. We conduct extensive experiments to demonstrate the potential of the proposed approach through time-series clustering.

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LDVR

Unsupervised visual time-series representation learning and clustering, published in ICONIP 2020


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