Abstract: Highlights•Propose a robust temporal feature network (RTFN) for feature extraction.•Responsible for capturing local features and relationships among them.•RTFN can be embedded into supervised and unsupervised structures.•RTFN achieves decent performance on UCR2018 and UEA2018 datasets.
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