TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning

Xiwen Chen; Peijie Qiu; Wenhui Zhu; Huayu Li; Hao Wang; Aristeidis Sotiras; Yalin Wang; Abolfazl Razi

2024 ICML ICML 2024

TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning

Abstract

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Authors

Xiwen Chen, Peijie Qiu, Wenhui Zhu, Huayu Li, Hao Wang, Aristeidis Sotiras, Yalin Wang, Abolfazl Razi

Topics

Machine Learning > Core Methods > Classification Machine Learning > Learning Types > Self-Supervised Learning Deep Learning > Architectures > Transformers

Keywords

multiple instance learning weakly supervised multivariate time series classification learnable wavelet positional token time-aware pooling tokenized transformer

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