Time-series-domain-adaptation

This is the repository for time series doamin adaptation.

Usage

• Data Processing

python data_seperation.py --data_path [data_path] --save_path [save_path] --task 3E

• Conditional GAN

python gan.py --data_path [data_path] --save_path [save_path] \
              --islocal 1 --n_critic 6 --gpweight 10 --sclass 0.7

• Global GAN

python gan.py --data_path [data_path] --save_path [save_path] \
              --isglobal 1 --n_critic 12 --gpweight 5 --sclass 0.7

• Conditional KL estimation

python conditional-kl.py --data_path [data_path] --save_path [save_path] \
                         --model_path [model_path] --model_name [model_name]

Results

• Testing accuracy of different methods

• Conditional KL Divergence estimation