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Turning Logs into Lumber: Preprocessing Tasks in Process Mining
16 references·0 citing·44 second hop
Turning Logs into Lumber: Preprocessing Tasks in Process Mining (2024)Turning Logs into Lumber: Preprocessing T…Process bottlenecks identification and its root cause analysis using fusion-based clustering and knowledge graph (2023)Process bottlenecks identific…Towards Understanding the Role of the Human in Event Log Extraction (2022)Towards Understanding the Rol…The Benefits of Sensor-Measurement Aggregation in Discovering IoT Process Models: A Smart-House Case Study (2022)The Benefits of Sensor-Measur…Mining context-aware resource profiles in the presence of multitasking (2022)Mining context-aware resource…How Can Interactive Process Discovery Address Data Quality Issues in Real Business Settings? Evidence from a Case Study in Healthcare (2022)How Can Interactive Process D…A process-centric performance management in a call center (2022)A process-centric performance…A Data-Driven Approach to Support the Understanding and Improvement of Patients’ Journeys: A Case Study Using Electronic Health Records of an Emergency Department (2022)A Data-Driven Approach to Sup…Fire now, fire later: alarm-based systems for prescriptive process monitoring (2021)Fire now, fire later: alarm-b…Event Log Preprocessing for Process Mining: A Review (2021)Event Log Preprocessing for P…Automated process discovery from event logs in BIM construction projects (2021)Automated process discovery f…A Real-World Application of Process Mining for Data-Driven Analysis of Multi-Level Interlinked Manufacturing Processes (2021)A Real-World Application of P…Event abstraction in process mining: literature review and taxonomy (2020)Event abstraction in process …Discovery of Resource-Oriented Transition Systems for Yield Enhancement in Semiconductor Manufacturing (2020)Discovery of Resource-Oriente…Event log imperfection patterns for process mining: Towards a systematic approach to cleaning event logs (2016)Event log imperfection patter…PM$$^2$$: A Process Mining Project Methodology (2015)PM$$^2$$: A Process Mining Pr…Process Mining (2011)Process MiningA Theory for Record Linkage (1969)Beyond Accuracy: What Data Quality Means to Data Consumers (1996)Workflow Patterns (2003)Filtering Out Infrequent Behavior from Business Process Event Logs (2016)Process Mining: A 360 Degree Overview (2022)Predictive Monitoring of Business Processes (2014)Process Mining (2016)Outcome-Oriented Predictive Process Monitoring (2019)Triggering Proactive Business Process Adaptations via Online Reinforcement Learning (2020)Realizing A Digital Twin of An Organization Using Action-oriented Process Mining (2021)Predictive compliance monitoring in process-aware information systems: State of the art, functionalities, research directions (2023)BPMN: An introduction to the standard (2011)Process Mining: Data Science in Action (2016)Utilizing domain knowledge in data-driven process discovery: A literature review (2022)The biggest business process management problems to solve before we die (2023)Workflow mining: discovering process models from event logs (2004)Fuzzy Mining – Adaptive Process Simplification Based on Multi-perspective Metrics (2007)Process Mining: Discovery, Conformance and Enhancement of Business Processes (2011)Design and Verification of Process Discovery Based on NLP Approach and Visualization for Manufacturing Industry (2022)Towards Multi-Faceted Visual Process Analytics (2025)Anchoring data quality dimensions in ontological foundations (1996)Robotic process automation using process mining — A systematic literature review (2023)What makes life for process mining analysts difficult? A reflection of challenges (2023)A review of AI and machine learning contribution in business process management (process enhancement and process improvement approaches) (2024)Process mining in healthcare: A literature review (2016)Semi-Automated Approach for Building Event Logs for Process Mining from Relational Database (2022)From Process Mining Insights to Process Improvement: All Talk and No Action? (2023)Getting the Data in Shape for Your Process Mining Analysis: An In-Depth Analysis of the Pre-Analysis Stage (2025)The Coding Manual for Qualitative Researchers (2025)Organizational impact of system quality, information quality, and service quality (2010)How ‘big data’ can make big impact: Findings from a systematic review and a longitudinal case study (2015)Digital transformation in healthcare: Analyzing the current state-of-research (2020)A Quantitative Review of the Research on Business Process Management in Digital Transformation: A Bibliometric Approach (2023)Cortado: A dedicated process mining tool for interactive process discovery (2023)Normal Workflow and Key Strategies for Data Cleaning Toward Real-World Data: Viewpoint (2023)Process Model Generation from Natural Language Text (2011)Process mining for healthcare: Characteristics and challenges (2022)ProcessCarbonAgent: A large language models-empowered autonomous agent for decision-making in manufacturing carbon emission management (2024)Conformance checking of processes based on monitoring real behavior (2007)Enabling value stream mapping for internal logistics using multidimensional process mining (2019)A Survey on Concept Drift in Process Mining (2021)Process Mining Manifesto (2012)Replaying history on process models for conformance checking and performance analysis (2012)Digital Innovation Management: Reinventing Innovation Management Research in a Digital World (2017)
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References

  • 2011Process Mining1,804 cited
  • 2015PM$$^2$$: A Process Mining Project Methodology330 cited
  • 2016Event log imperfection patterns for process mining: Towards a systematic approach to cleaning event logs261 cited
  • 2020Event abstraction in process mining: literature review and taxonomy172 cited
  • 2021Event Log Preprocessing for Process Mining: A Review105 cited
  • 2021Automated process discovery from event logs in BIM construction projects62 cited
  • 2021Fire now, fire later: alarm-based systems for prescriptive process monitoring56 cited
  • 2023Process bottlenecks identification and its root cause analysis using fusion-based clustering and knowledge graph48 cited
  • 2022How Can Interactive Process Discovery Address Data Quality Issues in Real Business Settings? Evidence from a Case Study in Healthcare23 cited
  • 2022Towards Understanding the Role of the Human in Event Log Extraction18 cited
  • 2022The Benefits of Sensor-Measurement Aggregation in Discovering IoT Process Models: A Smart-House Case Study17 cited
  • 2021A Real-World Application of Process Mining for Data-Driven Analysis of Multi-Level Interlinked Manufacturing Processes15 cited
  • 2020Discovery of Resource-Oriented Transition Systems for Yield Enhancement in Semiconductor Manufacturing14 cited
  • 2022A process-centric performance management in a call center

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13 cited
  • 2022Mining context-aware resource profiles in the presence of multitasking12 cited
  • 2022A Data-Driven Approach to Support the Understanding and Improvement of Patients’ Journeys: A Case Study Using Electronic Health Records of an Emergency Department11 cited
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