DeepExtrema-IJCAI22-

Data: All the data files are available in the Data Folder

Code: All the codes are available in the Code Folder

  • baseline_models.py: contains all the baselines except EVL.
  • extreme_time(EVL).py: contains the EVL baseline (derived from this package: https://github.com/tymefighter/Forecast)
  • extreme_time_2(EVL).py: EVL baseline (another version) (derived from this package: https://github.com/tymefighter/Forecast)
  • general_utilities.py: containts the general functions for data processing, GEV likelihood estimation, standardization, etc.
  • main_Ausgrid.py: containts the main program for Ausgrid data
  • main_Hurricanes.py: containts the main program for hurricanes data
  • main_Weather.py: containts the main program for weather data
  • model.py: containts the DeepExtrema model
  • train_model_gev.py: containts the training function
  • train_utilities.py: containts the functions for training, such as all the plotting functions, metrics calculations, etc.