Published November 29, 2021 | Version 0.0.3
Other Open

Learning Accurate Business Process Simulation Models from Event Logs via Automated Process Discovery and Deep Learning

  • 1. University of Tartu
  • 2. Universidad de los Andes

Description

Data and generative models for research article Learning Accurate Business Process Simulation Models from Event Logs via Automated Process Discovery and Deep Learning.

This record contains the complete and partitioned event logs, deep learning generative models (*.h5 format), simulation models for the BIMP simulator (*.bpmn format), and all the raw and summarized results of the paper. 

  • The source code of the DeepSimulator tool can be found at DeepSimulator.
  • The source code of the Simod tool can be found at Simod.
  • The source code of the DeepGenerator approach can be found at DeepGenerator.
  • The source code of the LSTM(GAN) adaptation approach can be found at LSTM(GAN).

Files

reproducibility_package.zip

Files (282.8 MB)

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md5:b445b97d2274076b9a7d165da2b0e9a5
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Additional details

Funding

European Commission
PIX - The Process Improvement Explorer: Automated Discovery and Assessment of Business Process Improvement Opportunities 834141