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Predictive process model monitoring using long short-term memory networks
16 references·0 citing·29 second hop
Predictive process model monitoring using long short-term memory networks (2024)Predictive process model monitoring using…Learning Accurate LSTM Models of Business Processes (2019)Learning Accurate LSTM Models…Predictive Monitoring of Business Processes: A Survey (2017)Predictive Monitoring of Busi…Predictive Business Process Monitoring with LSTM Neural Networks (2017)Predictive Business Process M…Predicting process behaviour using deep learning (2017)Predicting process behaviour …Comprehensible Predictive Models for Business Processes1 (2016)Comprehensible Predictive Mod…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…Business Process Model and Notation—BPMN (2014)Business Process Model and No…Discovering Block-Structured Process Models from Event Logs - A Constructive Approach (2013)Discovering Block-Structured …Declarative Event-Based Workflow as Distributed Dynamic Condition Response Graphs (2011)Declarative Event-Based Workf…Time prediction based on process mining (2010)Time prediction based on proc…DECLARE: Full Support for Loosely-Structured Processes (2007)DECLARE: Full Support for Loo…Process mining with the HeuristicsMiner algorithm (2006)Process mining with the Heuri…A Declarative Approach for Flexible Business Processes Management (2006)A Declarative Approach for Fl…Workflow mining: discovering process models from event logs (2004)Workflow mining: discovering …Workflow mining: A survey of issues and approaches (2003)The ProM Framework: A New Era in Process Mining Tool Support (2005)Process Mining: Overview and Outlook of Petri Net Discovery Algorithms (2009)Active Trace Clustering for Improved Process Discovery (2013)Automated Discovery of Process Models from Event Logs: Review and Benchmark (2018)An overview of workflow management: From process modeling to workflow automation infrastructure (1995)Adeptflex—Supporting Dynamic Changes of Workflows Without Losing Control (1998)Modeling Control Objectives for Business Process Compliance (2007)Process Flexibility: A Survey of Contemporary Approaches (2008)THE APPLICATION OF PETRI NETS TO WORKFLOW MANAGEMENT (1998)Fuzzy Mining – Adaptive Process Simplification Based on Multi-perspective Metrics (2007)Conformance checking of processes based on monitoring real behavior (2007)Process Mining (2012)Workflow Patterns (2003)Declarative workflows: Balancing between flexibility and support (2009)Process Mining (2011)Process Mining: Discovery, Conformance and Enhancement of Business Processes (2011)Discovering Block-Structured Process Models from Event Logs Containing Infrequent Behaviour (2014)Process mining in healthcare: A literature review (2016)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)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)A new paradigm for the continuous alignment of business and IT: Combining enterprise architecture modelling and enterprise ontology (2015)Conformance checking based on multi-perspective declarative process models (2016)Enterprise information systems state of the art: Past, present and future trends (2016)Outcome-Oriented Predictive Process Monitoring (2019)
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References

  • 2004Workflow mining: discovering process models from event logs2,206 cited
  • 2014Business Process Model and Notation—BPMN972 cited
  • 2013Discovering Block-Structured Process Models from Event Logs - A Constructive Approach648 cited
  • 2007DECLARE: Full Support for Loosely-Structured Processes583 cited
  • 2017Predictive Business Process Monitoring with LSTM Neural Networks554 cited
  • 2010Time prediction based on process mining507 cited
  • 2006A Declarative Approach for Flexible Business Processes Management501 cited
  • 2006Process mining with the HeuristicsMiner algorithm484 cited
  • 2017Predicting process behaviour using deep learning430 cited
  • 2014Predictive Monitoring of Business Processes305 cited
  • 2017Predictive Monitoring of Business Processes: A Survey279 cited
  • 2019Learning Accurate LSTM Models of Business Processes241 cited
  • 2011Declarative Event-Based Workflow as Distributed Dynamic Condition Response Graphs206 cited
  • 2015Complex Symbolic Sequence Encodings for Predictive Monitoring of Business Processes191 cited
  • 2016Comprehensible Predictive Models for Business Processes1188 cited

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Clustering-Based Predictive Process Monitoring
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