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Towards Reliable Predictive Process Monitoring
16 references·2 citing·29 second hop
Towards Reliable Predictive Process Monitoring (2018)Towards Reliable Predictive Process Monit…Predictive Business Process Monitoring with LSTM Neural Networks (2017)Predictive Business Process M…Predicting process behaviour using deep learning (2017)Predicting process behaviour …Online conformance checking: relating event streams to process models using prefix-alignments (2017)Online conformance checking: …Intra and Inter-case Features in Predictive Process Monitoring: A Tale of Two Dimensions (2017)Intra and Inter-case Features…Complete and Interpretable Conformance Checking of Business Processes (2017)Complete and Interpretable Co…An Eye into the Future: Leveraging A-priori Knowledge in Predictive Business Process Monitoring (2017)An Eye into the Future: Lever…Predictive Business Process Monitoring with Structured and Unstructured Data (2016)Predictive Business Process M…Clustering-Based Predictive Process Monitoring (2016)Clustering-Based Predictive P…Complex Symbolic Sequence Encodings for Predictive Monitoring of Business Processes (2015)Complex Symbolic Sequence Enc…Predictive Monitoring of Business Processes (2014)Predictive Monitoring of Busi…Comparing and Combining Predictive Business Process Monitoring Techniques (2014)Comparing and Combining Predi…Prediction of Remaining Service Execution Time Using Stochastic Petri Nets with Arbitrary Firing Delays (2013)Prediction of Remaining Servi…User-guided discovery of declarative process models (2011)User-guided discovery of decl…Process Mining (2011)Process MiningTime prediction based on process mining (2010)Time prediction based on proc…Conformance checking of processes based on monitoring real behavior (2007)Conformance checking of proce…An Empirical Investigation of Different Classifiers, Encoding, and Ensemble Schemes for Next Event Prediction Using Business Process Event Logs (2020)An Empirical Investigation of…Probability Based Heuristic for Predictive Business Process Monitoring (2018)Probability Based Heuristic f…Business Process Management : Concepts, Languages, Architectures (2007)Process Mining: Discovery, Conformance and Enhancement of Business Processes (2011)Using Convolutional Neural Networks for Predictive Process Analytics (2019)Predictive Process Monitoring (2022)A Declarative Approach for Flexible Business Processes Management (2006)DECLARE: Full Support for Loosely-Structured Processes (2007)A general process mining framework for correlating, predicting and clustering dynamic behavior based on event logs (2015)Survey and Cross-benchmark Comparison of Remaining Time Prediction Methods in Business Process Monitoring (2019)Workflow mining: A survey of issues and approaches (2003)Workflow mining: discovering process models from event logs (2004)Business Process Management: A Comprehensive Survey (2013)Process mining in healthcare: A literature review (2016)Fuzzy Mining – Adaptive Process Simplification Based on Multi-perspective Metrics (2007)Efficient Discovery of Understandable Declarative Process Models from Event Logs (2012)Monitoring business constraints with the event calculus (2013)Declarative process mining in healthcare (2015)Flexible Heuristics Miner (FHM) (2011)Replaying history on process models for conformance checking and performance analysis (2012)Decision support from financial disclosures with deep neural networks and transfer learning (2017)Process mining techniques and applications – A systematic mapping study (2019)Process Mining (2012)Predictive Monitoring of Business Processes: A Survey (2017)Predictive Process Monitoring Methods: Which One Suits Me Best? (2018)Machine Learning in Business Process Monitoring: A Comparison of Deep Learning and Classical Approaches Used for Outcome Prediction (2020)Learning Accurate LSTM Models of Business Processes (2019)Outcome-Oriented Predictive Process Monitoring (2019)Process Mining Manifesto (2012)Discovering Block-Structured Process Models from Event Logs - A Constructive Approach (2013)Time and activity sequence prediction of business process instances (2018)
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References

  • 2011Process Mining1,804 cited
  • 2007Conformance checking of processes based on monitoring real behavior1,119 cited
  • 2017Predictive Business Process Monitoring with LSTM Neural Networks554 cited
  • 2010Time prediction based on process mining507 cited
  • 2017Predicting process behaviour using deep learning430 cited
  • 2014Predictive Monitoring of Business Processes305 cited
  • 2015Complex Symbolic Sequence Encodings for Predictive Monitoring of Business Processes191 cited
  • 2016Clustering-Based Predictive Process Monitoring186 cited
  • 2011User-guided discovery of declarative process models169 cited
  • 2013Prediction of Remaining Service Execution Time Using Stochastic Petri Nets with Arbitrary Firing Delays129 cited
  • 2014Comparing and Combining Predictive Business Process Monitoring Techniques129 cited
  • 2017An Eye into the Future: Leveraging A-priori Knowledge in Predictive Business Process Monitoring117 cited
  • 2016Predictive Business Process Monitoring with Structured and Unstructured Data108 cited
  • 2017Online conformance checking: relating event streams to process models using prefix-alignments106 cited
  • 2017Intra and Inter-case Features in Predictive Process Monitoring: A Tale of Two Dimensions

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105 cited
  • 2017Complete and Interpretable Conformance Checking of Business Processes95 cited
  • Cited by

    • 2020An Empirical Investigation of Different Classifiers, Encoding, and Ensemble Schemes for Next Event Prediction Using Business Process Event Logs14 cited
    • 2018Probability Based Heuristic for Predictive Business Process Monitoring13 cited