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Zhihan Yue

2 accepted papers

2022

TS2Vec: Towards Universal Representation of Time Series

AAAI 2022technical

This paper presents TS2Vec, a universal framework for learning representations of time series in an arbitrary semantic level. Unlike existing methods, TS2Vec performs contrastive learning in a hierarchical way over augmented context views, which enables a robust contextual representation for each ti…