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  • © 2016

Conformance Checking and Diagnosis in Process Mining

Comparing Observed and Modeled Processes

  • Revised version of a PhD dissertation in process mining
  • Won the "Best Process Mining Dissertation Award", assigned by the IEEE Task Force on Process Mining
  • Deals with conformance checking, one of the main areas of process mining
  • Includes supplementary material: sn.pub/extras

Part of the book series: Lecture Notes in Business Information Processing (LNBIP, volume 270)

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Table of contents (19 chapters)

  1. Front Matter

    Pages i-xiv
  2. Introduction

    • Jorge Munoz-Gama
    Pages 1-8
  3. Conformance Checking in Process Mining

    1. Front Matter

      Pages 9-9
    2. Conformance Checking and its Challenges

      • Jorge Munoz-Gama
      Pages 11-18
    3. Conformance Checking and its Elements

      • Jorge Munoz-Gama
      Pages 19-29
  4. Precision in Conformance Checking

    1. Front Matter

      Pages 31-31
    2. Precision in Conformance Checking

      • Jorge Munoz-Gama
      Pages 33-38
    3. Measuring Precision

      • Jorge Munoz-Gama
      Pages 39-53
    4. Evaluating Precision in Practice

      • Jorge Munoz-Gama
      Pages 55-59
    5. Handling Noise and Incompleteness

      • Jorge Munoz-Gama
      Pages 61-73
    6. Assessing Severity

      • Jorge Munoz-Gama
      Pages 75-84
    7. Handling non-Fitness

      • Jorge Munoz-Gama
      Pages 85-96
    8. Alternative and Variants to Handle non-Fitness

      • Jorge Munoz-Gama
      Pages 97-106
    9. Handling non-Fitness in Practice

      • Jorge Munoz-Gama
      Pages 107-117
  5. Decomposition in Conformance Checking

    1. Front Matter

      Pages 119-119
    2. Decomposing Conformance Checking

      • Jorge Munoz-Gama
      Pages 121-127
    3. Decomposing for Fitness Checking

      • Jorge Munoz-Gama
      Pages 129-139
    4. Decomposing Conformance Checking in Practice

      • Jorge Munoz-Gama
      Pages 141-149
    5. Diagnosing Conformance

      • Jorge Munoz-Gama
      Pages 151-161
    6. Data-aware Processes and Alignments

      • Jorge Munoz-Gama
      Pages 163-172

About this book

Process mining techniques can be used to discover, analyze and improve real processes, by extracting models from observed behavior. The aim of this book is conformance checking, one of the main areas of process mining. In conformance checking, existing process models are compared with actual observations of the process in order to assess their quality. Conformance checking techniques are a way to visualize the differences between assumed process represented in the model and the real process in the event log, pinpointing possible problems to address, and the business process management results that rely on these models.
This book combines both application and research perspectives. It provides concrete use cases that illustrate the problems addressed by the techniques in the book, but at the same time, it contains complete conceptualization and formalization of the problem and the techniques, and through evaluations on the quality and the performance of the proposed techniques. Hence, this book brings the opportunity for business analysts willing to improve their organization processes, and also data scientists interested on the topic of process-oriented data science.

Authors and Affiliations

  • Departamento de Ciencia de la Computación, Pontificia Universidad Católica de Chile, Escuela de Ingeniería, , Macul, Santiago, Chile

    Jorge Munoz-Gama

Bibliographic Information

Buy it now

Buying options

eBook USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access