Next Event Prediction in Business Processes: A Transfer Learning Approach
This code was created on Google Colab. To run:
- Upload the Google Colab folder to your Gdrive.
- Navigate to and open the "Next_Event_Prediction" .ipynb file
- Run each cell in order and follow the file linking and parameter setting instructions.
The file is currently set to run on the Helpdesk data with a BiLSTMAtt in the transfer learning cell. After successful running you will see files in the "training" and "results" folder with MAE values for each epoch and trace group.
A version of the Next_Event_Prediction colab folder is provided in python scripts for your convenience to view, as the "Next_Event_Prediction" colab file can sometimes cause Gitlab to crash when trying to open. The cell separations in Colab are represented by a row of '#'. I recommend not running the python scripts on your local machine as there will be significant changes required to get it to work.