Time Series Classification (时间序列分类)

1. 数据集

• UCR Time Series (新地址)

• UCR Time Series (旧地址)

• UEA & UCR Time Series Classification Repository
  contains the 85 univariate time series datasets.

• MTS archive
  contains the 13 multivariate time series datasets.

2. 经典论文

• Deep learning for time series classification: a review
• Multi-Scale Convolutional Neural Networks for Time Series Classification
• Learning to Diagnose with LSTM Recurrent Neural Networks
  对应的Github项目地址：https://github.com/aqibsaeed/Multilabel-timeseries-classification-with-LSTM

3. Github项目

• Deep Learning for Time Series Classification:
  https://github.com/hfawaz/dl-4-tsc
  项目包含多种深度神经网络方法，用于时间序列预测任务。

• LSTM for Time Series Classification:
  https://github.com/RobRomijnders/LSTM_tsc

• CNN for Time Series Classification
  https://github.com/RobRomijnders/CNN_tsc

4. 参考博客

• 如何基于TensorFlow使用LSTM和CNN实现时序分类任务
  对应的Github项目地址：https://github.com/healthDataScience/deep-learning-HAR