Experience

 
 
 
 
 

Scientific Researcher

PADS (chair of Process and Data Science)

Oct 2019 – Present Aachen, Germany
Research topic:

  • Action-oriented process mining
  • Interpretable prediction
  • Prediction-based recommendation
 
 
 
 
 

Research Assistant

Analytics and Information Management Lab

Jul 2017 – Sep 2019 Pohang, South Korea
Research topic:

  • Predictive business process monitoring
  • Prediction-based resource allocation
  • Manufacturing Process Analysis

Recent Publications

(2021). Performance-Preserving Event Log Sampling for Predictive Monitoring. International Workshop on Leveraging Machine Learning in Process Mining (ML4PM), Accepted.

(2021). Realizing A Digital Twin of An Organization Using Action-oriented Process Mining. 2021 International Conference on Process Mining (ICPM), Accepted.

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(2021). An Event Data Extraction Approach from SAP ERP for Process Mining. 6th International Workshop on Process Querying, Manipulation, and Intelligence (PQMI), Accepted.

(2021). Discovery of Resource-Oriented Transition Systems for Yield Enhancement in Semiconductor Manufacturing. IEEE Transactions on Semiconductor Manufacturing.

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(2021). Towards Reliable Business Process Simulation: A Framework to Integrate ERP Systems. International Conference on Business Process Modeling, Development and Support.

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(2021). OCEL: A Standard for Object-Centric Event Logs. European Conference on Advances in Databases and Information Systems.

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(2021). Quality-Aware Resource Model Discovery. Applied Sciences.

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(2021). A General Framework for Action-Oriented Process Mining. 2020 International Conference on Business Process Management.

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(2020). From predictive to prescriptive process monitoring: Recommending the next best actions instead of calculating the next most likely events. 14th Internationale Tagung Wirtschaftsinformatik.

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(2020). Predicting performances in business processes using deep neural networks. Decision Support Systems.

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See all publications

Teaching

Undergraduate Course at Computer Science, RWTH-Aachen University (04.2020 ~ Ongoing)
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Master Course at Computer Science, RWTH-Aachen University (10.2019 ~ Ongoing)
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Blog Posts

.js-id-process-mining
Process Mining Data Mining Big Data

Clustering in a nutshell

Association Mining in a nutshell

Decision Tree in a nutshell

Why is Process Discovery important? What makes it difficult?

Prediction-based recommendation in process mining

Hadoop Hands-On (Process Mining with Hadoop)

The (easiest) Hadoop installation - MacOS/Linux

The (easiest) Hadoop installation - Windows

Projects