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Process Mining Techniques in Business Environments Theoretical Aspects, Algorithms, Techniques and Open Challenges in Process Mining /

After a brief presentation of the state of the art of process-mining techniques, Andrea Burratin proposes different scenarios for the deployment of process-mining projects, and in particular a characterization of companies in terms of their process awareness. The approaches proposed in this book bel...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Burattin, Andrea (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Cham : Springer International Publishing : Imprint: Springer, 2015.
Edición:1st ed. 2015.
Colección:Lecture Notes in Business Information Processing, 207
Temas:
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • 1 Introduction
  • Part I: State of the Art: BPM, Data Mining and Process Mining
  • 2 Introduction to Business Processes, BPM, and BPM Systems
  • 3 Data Generated by Information Systems (and How to Get It)
  • 4 Data Mining for Information System Data
  • 5 Process Mining
  • 6 Quality Criteria in Process Mining
  • 7 Event Streams
  • Part II: Obstacles to Process Mining in Practice
  • 8 Obstacles to Applying Process Mining in Practice
  • 9 Long-term View Scenario
  • Part III: Process Mining as an Emerging Technology
  • 10 Data Preparation
  • 11 Heuristics Miner for Time Interval
  • 12 Automatic Configuration of Mining Algorithm
  • 13 User-Guided Discovery of Process Models
  • 14 Extensions of Business Processes with Organizational Roles
  • 15 Results Interpretation and Evaluation
  • 16 Hands-On: Obtaining Test Data
  • Part IV: A New Challenge in Process Mining
  • 17 Process Mining for Stream Data Sources
  • Part V: Conclusions and Future Work
  • 18 Conclusions and Future Work.