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Learning to Act: A Reinforcement Learning Approach to Recommend the Best Next Activities

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References

2014Predictive Monitoring of Business Processes305 cited
2015Balanced multi-perspective checking of process conformance222 cited
2018Predictive Process Monitoring Methods: Which One Suits Me Best?175 cited
2010Reinforcement learning based resource allocation in business process management153 cited
2014Prescriptive Analytics for Recommendation-Based Business Process Optimization76 cited
2020Prescriptive Business Process Monitoring for Recommending Next Best Actions64 cited
2019Prediction-based Resource Allocation using LSTM and Minimum Cost and Maximum Flow Algorithm62 cited
2018Alarm-Based Prescriptive Process Monitoring46 cited
2020Triggering Proactive Business Process Adaptations via Online Reinforcement Learning45 cited
2019Proactive Process Adaptation Using Deep Learning Ensembles39 cited
2020Design and Evaluation of a Process-aware Recommender System based on Prescriptive Analytics38 cited
2016Context-Aware Analysis of Past Process Executions to Aid Resource Allocation Decisions27 cited

Cited by

2025Achieving framed autonomy in AI-augmented business process management systems through automated planning14 cited
2023Automatically reconciling the trade-off between prediction accuracy and earliness in prescriptive business process monitoring

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13 cited