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Predictive Monitoring of Business Processes
3 references·16 citing·33 second hop
Predictive Monitoring of Business Processes (2014)Predictive Monitoring of Business Process…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…A Declarative Approach for Flexible Business Processes Management (2006)A Declarative Approach for Fl…Predictive Process Monitoring (2022)Predictive Process MonitoringA systematic literature review on state-of-the-art deep learning methods for process prediction (2021)A systematic literature revie…Machine Learning in Business Process Monitoring: A Comparison of Deep Learning and Classical Approaches Used for Outcome Prediction (2020)Machine Learning in Business …Survey and Cross-benchmark Comparison of Remaining Time Prediction Methods in Business Process Monitoring (2019)Survey and Cross-benchmark Co…Time and activity sequence prediction of business process instances (2018)Time and activity sequence pr…Systematic Mapping of Process Mining Studies in Healthcare (2018)Systematic Mapping of Process…Predictive Process Monitoring Methods: Which One Suits Me Best? (2018)Predictive Process Monitoring…Genetic algorithms for hyperparameter optimization in predictive business process monitoring (2018)Genetic algorithms for hyperp…An Eye into the Future: Leveraging A-priori Knowledge in Predictive Business Process Monitoring (2017)An Eye into the Future: Lever…A Deep Learning Approach for Predicting Process Behaviour at Runtime (2017)A Deep Learning Approach for …Predictive Business Process Monitoring with Structured and Unstructured Data (2016)Predictive Business Process M…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…A general process mining framework for correlating, predicting and clustering dynamic behavior based on event logs (2015)A general process mining fram…A recommendation system for predicting risks across multiple business process instances (2014)A recommendation system for p…An overview of workflow management: From process modeling to workflow automation infrastructure (1995)Adeptflex—Supporting Dynamic Changes of Workflows Without Losing Control (1998)The ProM Framework: A New Era in Process Mining Tool Support (2005)Modeling Control Objectives for Business Process Compliance (2007)Process Flexibility: A Survey of Contemporary Approaches (2008)Monitoring Business Constraints with Linear Temporal Logic: An Approach Based on Colored Automata (2011)Workflow mining: A survey of issues and approaches (2003)Workflow mining: discovering process models from event logs (2004)Conformance checking of processes based on monitoring real behavior (2007)Business Intelligence for Enterprise Systems: A Survey (2012)Process Mining (2012)Predictive Monitoring of Business Processes: A Survey (2017)Workflow Patterns (2003)Declarative workflows: Balancing between flexibility and support (2009)Business Intelligence and Analytics: From Big Data to Big Impact (2012)Positioning and Presenting Design Science Research for Maximum Impact1 (2013)Big Data: A Survey (2014)Smart Products: Conceptual Review, Synthesis, and Research Directions* (2020)Procedures for Performing Systematic Reviews (2004)Process Mining Manifesto (2012)Process Mining (2016)Another look at measures of forecast accuracy (2006)Predictive Business Process Monitoring with LSTM Neural Networks (2017)Predictive Business Process Monitoring via Generative Adversarial Nets: The Case of Next Event Prediction (2020)Business process variant analysis: Survey and classification (2021)Automated Discovery of Process Models from Event Logs: Review and Benchmark (2018)Deep Learning for Predictive Business Process Monitoring: Review and Benchmark (2023)Large Language Models for Business Process Management: Opportunities and Challenges (2023)Large Process Models: A Vision for Business Process Management in the Age of Generative AI (2024)Replaying history on process models for conformance checking and performance analysis (2012)Discovering Block-Structured Process Models from Event Logs - A Constructive Approach (2013)Fundamentals of Business Process Management (2013)Intra and Inter-case Features in Predictive Process Monitoring: A Tale of Two Dimensions (2017)
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References

  • 2007DECLARE: Full Support for Loosely-Structured Processes583 cited
  • 2010Time prediction based on process mining507 cited
  • 2006A Declarative Approach for Flexible Business Processes Management501 cited

Cited by

  • 2015A general process mining framework for correlating, predicting and clustering dynamic behavior based on event logs251 cited
  • 2019Survey and Cross-benchmark Comparison of Remaining Time Prediction Methods in Business Process Monitoring207 cited
  • 2015Complex Symbolic Sequence Encodings for Predictive Monitoring of Business Processes191 cited
  • 2016Comprehensible Predictive Models for Business Processes1188 cited
  • 2016Clustering-Based Predictive Process Monitoring186 cited
  • 2018Predictive Process Monitoring Methods: Which One Suits Me Best?175 cited
  • 2021A systematic literature review on state-of-the-art deep learning methods for process prediction174 cited
  • 2020Machine Learning in Business Process Monitoring: A Comparison of Deep Learning and Classical Approaches Used for Outcome Prediction139 cited
  • 2018Time and activity sequence prediction of business process instances138 cited
  • 2014A recommendation system for predicting risks across multiple business process instances136 cited
  • 2022Predictive Process Monitoring

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129 cited
  • 2017An Eye into the Future: Leveraging A-priori Knowledge in Predictive Business Process Monitoring117 cited
  • 2018Systematic Mapping of Process Mining Studies in Healthcare113 cited
  • 2018Genetic algorithms for hyperparameter optimization in predictive business process monitoring111 cited
  • 2016Predictive Business Process Monitoring with Structured and Unstructured Data108 cited
  • 2017A Deep Learning Approach for Predicting Process Behaviour at Runtime105 cited