Weekly outline

• General
  

  General
• Introduction
  

  Introduction

  • Learning objectives & syllabus Page
  • Data Science and Big Data File
  • Different Types of Process Mining File
• Data Mining
  

  Data Mining

  • How Process Mining Relates to Data Mining File
  • Learning Decision Trees File
  • Applying Decision Trees File
  • Association Rule Learning File
  • Cluster Analysis File
  • Evaluating Mining Results File
• Process Modeling and Analysis
  

  Process Modeling and Analysis

  • Event Logs and Process Models File
  • Petri Nets Part 1 File
  • Petri Nets Part 2 File
  • Transition Systems and Petri Net Properties File
  • Workflow Nets and Soundness File
• Process Discovery: An Introduction
  

  Process Discovery: An Introduction

  • Alpha Algorithm - A Process Discovery Algorithm File
  • Alpha Algorithm - Limitations File
  • Introducing ProM and Disco File
  • Four Quality Criteria for Process Discovery File
• Advanced Process Discovery Techniques
  

  Advanced Process Discovery Techniques

  • On the Representational Bias of Process Mining File
  • Business Process Model and Notation (BPMN) File
  • Dependency Graphs and Causal Nets File
  • Learning Dependency Graphs File
  • Learning Causal Nets and Annotating Them File
  • Learning Transition Systems File
  • Using Regions to Discover Concurrency File
  • Two-Phase Process Discovery And Its Limitations File
  • Alternative Process Discovery Techniques File
• Conformance Checking
  

  Conformance Checking

  • Introduction to Conformance Checking File
  • Conformance Checking Using Causal Footprints File
  • Conformance Checking Using Token-Based Replay File
  • Token-Based Replay - Some Examples File
  • Aligning Observed and Modeled Behavior File
• Mining Additional Perspectives
  

  Mining Additional Perspectives

  • Exploring Event Data File
  • Mining Decision Points File
  • Discovering Data-Aware Petri Nets File
  • Mining Bottlenecks File
  • Mining Social Networks File
  • Organizational Mining File
  • Combining Different Perspectives File
• Operational Support
  

  Operational Support

  • Comparative Process Mining Using Process Cubes File
  • Refined Process Mining Framework File
  • Operational Support - Detect, Predict, and Recommend File
• Getting the Data
  

  Getting the Data

  • Getting the Right Event Data File
  • Guidelines for Logging File
• Tool Support
  

  Tool Support

  • Process Mining Software File
• Analyzing “Lasagna Processes”
  

  Analyzing “Lasagna Processes”

  • How To Conduct a Process Mining Project File
  • Mining Lasagna Processes File
• Analyzing “Spaghetti Processes”
  

  Analyzing “Spaghetti Processes”

  • Mining Spaghetti Processes File
• Cartography and Navigation
  

  Cartography and Navigation

  • Process Models as Maps File
• Conclusion
  

  Conclusion

  • Conclusion File