Analysis of several autoencoders for time series compression

• What is this for?
• Datasets
  • Datasets preparation
• Autoencoders
• Experiments

What is this for?

Once I researched this topic, but it did not produce meaningful results. Now it's just to demonstrate time series compression by different autoencoders.

Datasets

1. StarLightCurves (UCR Archive 2018)
2. Gas sensor array temperature modulation Data Set
3. Commercial Building Energy Dataset (COMBED)
4. Individual household electric power consumption Data Set

Datasets preparation

Autoencoders

1. Dense-autoencoder
2. Convolutional-autoencoder
3. LSTM-autoencoder
4. Modified U-Net

Experiments