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Process mining meets model learning: Discovering deterministic finite state automata from event logs for business process analysis
16 references·0 citing·40 second hop
Process mining meets model learning: Discovering deterministic finite state automata from event logs for business process analysis (2023)Process mining meets model learning: Disc…Stochastic process mining: Earth movers’ stochastic conformance (2021)Stochastic process mining: Ea…Business process variant analysis: Survey and classification (2021)Business process variant anal…Fundamentals of Business Process Management (2018)Fundamentals of Business Proc…Automated Discovery of Process Models from Event Logs: Review and Benchmark (2018)Automated Discovery of Proces…An Eye into the Future: Leveraging A-priori Knowledge in Predictive Business Process Monitoring (2017)An Eye into the Future: Lever…Resolving inconsistencies and redundancies in declarative process models (2016)Resolving inconsistencies and…Process Mining: Data Science in Action (2016)Process Mining: Data Science …Filtering Out Infrequent Behavior from Business Process Event Logs (2016)Filtering Out Infrequent Beha…Compliance monitoring in business processes: Functionalities, application, and tool-support (2015)Compliance monitoring in busi…An alignment-based framework to check the conformance of declarative process models and to preprocess event-log data (2014)An alignment-based framework …Runtime Verification of LTL-Based Declarative Process Models (2012)Runtime Verification of LTL-B…Nested Dynamic Condition Response Graphs (2012)Nested Dynamic Condition Resp…Efficient Discovery of Understandable Declarative Process Models from Event Logs (2012)Efficient Discovery of Unders…Aligning Event Logs and Declarative Process Models for Conformance Checking (2012)Aligning Event Logs and Decla…Monitoring Business Constraints with Linear Temporal Logic: An Approach Based on Colored Automata (2011)Monitoring Business Constrain…DECLARE: Full Support for Loosely-Structured Processes (2007)DECLARE: Full Support for Loo…A Declarative Approach for Flexible Business Processes Management (2006)Business Process Management Workshops (2008)Monitoring Business Process Compliance Using Compliance Rule Graphs (2011)Are we done with business process compliance: state of the art and challenges ahead (2018)An overview of workflow management: From process modeling to workflow automation infrastructure (1995)Workflow mining: A survey of issues and approaches (2003)Workflow Patterns (2003)Declarative workflows: Balancing between flexibility and support (2009)Procedures for Performing Systematic Reviews (2004)Business Process Management : Concepts, Languages, Architectures (2007)Process Mining: Discovery, Conformance and Enhancement of Business Processes (2011)Conformance checking based on multi-perspective declarative process models (2016)Predictive Process Monitoring Methods: Which One Suits Me Best? (2018)Workflow mining: discovering process models from event logs (2004)Process Mining (2011)Monitoring business constraints with the event calculus (2013)Declarative process mining in healthcare (2015)Replaying history on process models for conformance checking and performance analysis (2012)Process Mining (2016)Data-Driven Process Discovery - Revealing Conditional Infrequent Behavior from Event Logs (2017)A Survey on Concept Drift in Process Mining (2021)Event Log Preprocessing for Process Mining: A Review (2021)Time prediction based on process mining (2010)Predicting process behaviour using deep learning (2017)Predictive Business Process Monitoring with LSTM Neural Networks (2017)Genetic algorithms for hyperparameter optimization in predictive business process monitoring (2018)Activity Prediction of Business Process Instances with Inception CNN Models (2019)Deep Learning for Predictive Business Process Monitoring: Review and Benchmark (2023)Snowball Sampling: Problems and Techniques of Chain Referral Sampling (1981)ProcessGAN: Supporting the creation of business process improvement ideas through generative machine learning (2022)The Impact of Artificial Intelligence on Business Processes (2023)Machine learning in business process management: A systematic literature review (2024)The Six Core Elements of Business Process Management (2010)Outcome-Oriented Predictive Process Monitoring (2019)Strategy archetypes for digital transformation: Defining meta objectives using business process management (2020)Process mining techniques and applications – A systematic mapping study (2019)Examining the interplay between big data analytics and contextual factors in driving process innovation capabilities (2020)Process mining for healthcare: Characteristics and challenges (2022)Split miner: automated discovery of accurate and simple business process models from event logs (2018)A systematic literature review on state-of-the-art deep learning methods for process prediction (2021)
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References

  • 2018Fundamentals of Business Process Management1,831 cited
  • 2016Process Mining: Data Science in Action866 cited
  • 2007DECLARE: Full Support for Loosely-Structured Processes583 cited
  • 2018Automated Discovery of Process Models from Event Logs: Review and Benchmark440 cited
  • 2011Monitoring Business Constraints with Linear Temporal Logic: An Approach Based on Colored Automata233 cited
  • 2015Compliance monitoring in business processes: Functionalities, application, and tool-support193 cited
  • 2016Filtering Out Infrequent Behavior from Business Process Event Logs164 cited
  • 2012Efficient Discovery of Understandable Declarative Process Models from Event Logs162 cited
  • 2017An Eye into the Future: Leveraging A-priori Knowledge in Predictive Business Process Monitoring117 cited
  • 2021Business process variant analysis: Survey and classification104 cited
  • 2012Aligning Event Logs and Declarative Process Models for Conformance Checking98 cited
  • 2012Runtime Verification of LTL-Based Declarative Process Models98 cited
  • 2014An alignment-based framework to check the conformance of declarative process models and to preprocess event-log data97 cited
  • 2021Stochastic process mining: Earth movers’ stochastic conformance93 cited

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2016
Resolving inconsistencies and redundancies in declarative process models
88 cited
  • 2012Nested Dynamic Condition Response Graphs67 cited
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