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Evaluating Trace Encoding Methods in Process Mining

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References

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2011BPMN: An introduction to the standard688 cited
2006Workflow control-flow patterns : a revised view517 cited
2018Conformance Checking334 cited
2009Context Aware Trace Clustering: Towards Improving Process Mining Results252 cited
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2018Time and activity sequence prediction of business process instances138 cited
2012Algorithms for anomaly detection of traces in logs of process aware information systems118 cited
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2019BINet: Multi-perspective business process anomaly classification96 cited
2018act2vec, trace2vec, log2vec, and model2vec: Representation Learning for Business Processes80 cited
2015Scalable Process Discovery with Guarantees80 cited
2020Evaluation Goals for Online Process Mining: A Concept Drift Perspective47 cited

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2021Semi-Supervised Anomaly Detection in Business Process Event Data using Self-Attention based Classification

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2023JARVIS: Joining Adversarial Training With Vision Transformers in Next-Activity Prediction22 cited

2021A multi-perspective approach for the analysis of complex business processes behavior21 cited

2023Graph-based feature extraction on object-centric event logs16 cited

2021Process Mining Encoding via Meta-learning for an Enhanced Anomaly Detection14 cited