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Time and activity sequence prediction of business process instances

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References

2011Process Mining1,804 cited
2011Process Mining: Discovery, Conformance and Enhancement of Business Processes1,725 cited
2000Queueing Networks and Markov Chains: Modeling and Performance Evaluation with Computer Science Applications1,147 cited
2006Queueing Networks and Markov Chains932 cited
2017Predictive Business Process Monitoring with LSTM Neural Networks554 cited
2010Time prediction based on process mining507 cited
2008Process mining: a two-step approach to balance between underfitting and overfitting440 cited
2014Predictive Monitoring of Business Processes305 cited
2009ProM : the process mining toolkit283 cited
2015Complex Symbolic Sequence Encodings for Predictive Monitoring of Business Processes191 cited
2016Clustering-Based Predictive Process Monitoring186 cited
1991Queueing Methods: For Services and Manufacturing163 cited

Cited by

2022Predictive Process Monitoring129 cited
2022Creating business value with process mining81 cited
2019Activity Prediction of Business Process Instances with Inception CNN Models80 cited

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2019

Predicting performances in business processes using deep neural networks

75 cited

2020An extended model for remaining time prediction in manufacturing systems using process mining64 cited

2017A Multi-stage Deep Learning Approach for Business Process Event Prediction63 cited

2019Prediction-based Resource Allocation using LSTM and Minimum Cost and Maximum Flow Algorithm62 cited

2019Decay Replay Mining to Predict Next Process Events62 cited

2019From knowledge-driven to data-driven inter-case feature encoding in predictive process monitoring59 cited

2024Predictive process monitoring: concepts, challenges, and future research directions58 cited

2024Machine learning in business process management: A systematic literature review54 cited

2018Unbiased, Fine-Grained Description of Processes Performance from Event Data48 cited

2023Trace encoding in process mining: A survey and benchmarking46 cited

2023A Direct Data Aware LSTM Neural Network Architecture for Complete Remaining Trace and Runtime Prediction40 cited

2020Design and Evaluation of a Process-aware Recommender System based on Prescriptive Analytics38 cited

2021ProcessTransformer: Predictive Business Process Monitoring with Transformer Network38 cited