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Time Series Classification is a very popular machine learning problem.
You can find a full survey and empirical study (link to paper) on 85 datasets that can be found here.
More recently in our paper we showed that deep learning can also reach state if the art performance for Time Series Classification.
- Research paper name: The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances (link) & Deep learning for time series classification: a review (link)
- Dataset: UEA archive (link)
- Metric: Accuracy + average rank comparison over the datasets (reference)
- Source code: Time Series Classification (link) & Deep learning for time series classification (link)
- Year: 2017 for Time Series Classification & 2018 for Deep learning for time series classification
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