Conformance Checking and Diagnosis in Process Mining

Comparing Observed and Modeled Processes

AvJorge Munoz-Gama

Häftad, Engelska, 2016

Del i serien Lecture Notes in Business Information Processing

549 kr

Beställningsvara. Skickas inom 10-15 vardagar. Fri frakt över 249 kr.

Fler format och utgåvor

E-bok

687 kr

Beskrivning

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.

Produktinformation

Utgivningsdatum:2016-11-25
Mått:155 x 235 x 18 mm
Vikt:348 g
Format:Häftad
Språk:Engelska
Serie:Lecture Notes in Business Information Processing
Antal sidor:202
Upplaga:16001
Förlag:Springer International Publishing AG
ISBN:9783319494500

Utforska kategorier

Databaser inom Data och IT
Affärsförhandlingar inom Ekonomi och Ledarskap
Offentlig förvaltning inom Samhälle och politik

Innehållsförteckning

Introduction.- 1.1 Processes, Models, and Data.- 1.2 Process Mining.- 1.3 Conformance Checking Explained: The University Case.- 1.4 Book Outline.- Part I Conformance Checking in Process Mining.- 2 Conformance Checking and its Challenges.- 2.1 The Role of Process Models in Conformance Checking.- 2.2 Dimensions of Conformance Checking.- 2.3 Replay-based and Align-based Conformance Checking.- 2.4 Challenges of Conformance Checking.- 3 Conformance Checking and its Elements.- 3.1 Basic Notations.- 3.2 Event Log.- 3.3 Process Models.- 3.4 Process Modeling Formalisms.- 3.4.1 Petri Nets.- 3.4.2 Workflow Nets.- 3.4.3 Other Formalisms.- Part II Precision in Conformance Checking.- 4 Precision in Conformance Checking.- 4.1 Precision: The Forgotten Dimension.- 4.2 The Importance of Precision.- 4.3 Measures of Precision.- 4.4 Requirements for Precision.- 5 Measuring Precision.- 5.1 Precision based on Escaping Arcs.- 5.2 Constructing the Observed Behavior.- 5.3 Incorporating Modeled Behavior.- 5.4Detecting Escaping Arcs and Evaluating Precision.- 5.5 Minimal Imprecise Traces.- 5.6 Limitations and Extensions.- 5.6.1 Unfitting Scenario.- 5.6.2 Indeterministic Scenario.- 5.7 Summary.- 6 Evaluating Precision in Practice.- 6.1 The University Case: The Appeals Process.- 6.2 Experimental Evaluation.- 7 Handling Noise and Incompleteness.- 7.1 Introduction.- 7.2 Robustness on the Precision.- 7.3 Confidence on Precision.-7.3.1 Upper Confidence Value.- 7.3.2 Lower Confidence Value.- 7.4 Experimental Results.- 7.5 Summary.- 8 Assessing Severity.- 8.1 Introduction.- 8.2 Severity of an Escaping Arc.- 8.2.1 Weight of an Escaping Arc.- 8.2.2 Alternation of an Escaping Arc.- 8.2.3 Stability of an Escaping Arc.- 8.2.4 Criticality of an Escaping Arc.- 8.2.5 Visualizing the Severity.- 8.2.6 Addressing Precision Issues based on Severity.- 8.3 Experimental Results.- 8.4 Summary.- 9 Handling non-Fitness.- 9.1 Introduction.- 9.2 Cost-Optimal Alignment.- 9.3 Precision based on Alignments.- 9.4 Precision from 1-Alignment.- 9.5 Summary.- 10 Alternative and Variants to Handle non-Fitness.- 10.1 Precision from All-Alignment.- 10.2 Precision from Representative-Alignment.- 10.3 Abstractions for the Precision based on Alignments.- 10.3.1 Abstraction on the Order.- 10.3.2 Abstraction on the Direction.- 10.4 Summary.- 11 Handling non-Fitness in Practice.- 11.1 The University Case: The Exchange Process.- 11.2 Experimental Results.- Part III Decomposition in Conformance Checking.- 12 Decomposing Conformance Checking. -12.1 Introduction.- 12.2 Single-Entry Single-Exit and Refined Process Structure Tree.- 12.3 Decomposing Conformance Checking using SESEs.- 12.4 Summary.- 13 Decomposing for Fitness Checking.- 13.1 Introduction.- 13.2 Bridging a Valid Decomposition.- 13.3 Decomposition with invisible/duplicates.- 13.4 Summary.- 14 Decomposing Conformance Checking in Practice.- 14.1 The Bank Case: The Transaction Process.- 14.2 Experimental Results.- 15 Diagnosing Conformance.- 15.1 Introduction.- 15.2 Topological Conformance Diagnosis.- 15.3 Multi-level Conformance Diagnosis and its Applications.- 15.3.1 Stand-alone Checking.- 15.3.2 Multi-Level Analysis.- 15.3.3 Filtering.- 15.4 Experimental Results.- 15.5 Summary.- 16 Data-aware Processes and Alignments.- 16.1 Introduction.- 16.2 Data-aware Processes.- 16.2.1 Petri nets with Data.- 16.2.2 Event Logs and Relating Models to Event Logs.- 16.2.3 Data Alignments.- 16.3 Summary.- 17 Decomposing Data-aware Conformance.- 17.1 Introduction.- 17.2 Valid Decomposition of Data-aware Models.- 17.3 SESE-based Strategy for a Valid Decomposition.- 17.4 Implementation and Experimental Results.- 17.5 Summary.- 18 Event-based Real-time Decomposed Conformance Checking.- 18.1 Introduction.- 18.2 Event-based Real-time Decomposed Conformance.- 18.2.1 Model and Log Decomposition.- 18.2.2 Event-based Heuristic Replay.- 18.3 Experimental Results.- 18.4 Summary.- Part IV Conclusions and Future Work.- 19 Conclusions.- 19.1 Conclusion and Reflection.-19.2 Summary of Contributions.- 19.3 Challenges and Directions for Future Work.- References.

Mer från samma författare

Process Mining Workshops

Jorge Munoz-Gama, Xixi Lu

Häftad, 2022

441 kr

Julius Köpke, Orlenys López-Pintado, Ralf Plattfaut, Jana-Rebecca Rehse, Katarzyna Gdowska, Fernanda Gonzalez-Lopez, Jorge Munoz-Gama, Koen Smit, Jan Martijn E. M. van der Werf - Business Process Management: Blockchain, Robotic Process Automation and Educators Forum, Häftad

Del 491

Business Process Management: Blockchain, Robotic Process Automation and Educators Forum

Julius Köpke, Orlenys López-Pintado, Ralf Plattfaut, Jana-Rebecca Rehse, Katarzyna Gdowska, Fernanda Gonzalez-Lopez, Jorge Munoz-Gama, Koen Smit, Jan Martijn E. M. van der Werf

Häftad, 2023

1 347 kr

Business Process Management: Blockchain, Robotic Process Automation and Educators Forum

Jan Martijn E. M. van der Werf, Koen Smit, Jorge Munoz-Gama, Fernanda Gonzalez-Lopez, Katarzyna Gdowska, Jana-Rebecca Rehse, Ralf Plattfaut, Orlenys Lopez-Pintado, Julius Kopke

E-bok

2023

1 672 kr

Jose M. Juarez, Carlos Fernandez-Llatas, Concha Bielza, Owen Johnson, Primoz Kocbek, Pedro Larrañaga, Niels Martin, Jorge Munoz-Gama, Gregor Štiglic, Marcos Sepulveda, Alfredo Vellido - Explainable Artificial Intelligence and Process Mining Applications for Healthcare, Häftad

Del 2020

Explainable Artificial Intelligence and Process Mining Applications for Healthcare

Jose M. Juarez, Carlos Fernandez-Llatas, Concha Bielza, Owen Johnson, Primoz Kocbek, Pedro Larrañaga, Niels Martin, Jorge Munoz-Gama, Gregor Štiglic, Marcos Sepulveda, Alfredo Vellido

Häftad, 2024

733 kr

Explainable Artificial Intelligence and Process Mining Applications for Healthcare

Alfredo Vellido, Marcos Sepulveda, Gregor Stiglic, Jorge Munoz-Gama, Niels Martin, Pedro Larranaga, Primoz Kocbek, Owen Johnson, Concha Bielza, Carlos Fernandez-Llatas, Jose M. Juarez

E-bok

2024

865 kr

Jose M. Juarez, Carlos Fernandez-Llatas, Denisse Kim, Owen Johnson, Primoz Kocbek, Niels Martin, Jorge Munoz-Gama, Gregor Štiglic - Explainable Artificial Intelligence and Process Mining Applications for Healthcare, Häftad

Nyhet

Del 2749

Explainable Artificial Intelligence and Process Mining Applications for Healthcare

Jose M. Juarez, Carlos Fernandez-Llatas, Denisse Kim, Owen Johnson, Primoz Kocbek, Niels Martin, Jorge Munoz-Gama, Gregor Štiglic

Häftad, 2026

677 kr

Gregor Stiglic, Jorge Munoz-Gama, Niels Martin, Primoz Kocbek, Owen Johnson, Denisse Kim, Carlos Fernandez-Llatas, Jose M. Juarez - Explainable Artificial Intelligence and Process Mining Applications for Healthcare, E-bok

Nyhet

Explainable Artificial Intelligence and Process Mining Applications for Healthcare

Gregor Stiglic, Jorge Munoz-Gama, Niels Martin, Primoz Kocbek, Owen Johnson, Denisse Kim, Carlos Fernandez-Llatas, Jose M. Juarez

E-bok

2026

873 kr

Mer från samma serie

Trends in Enterprise Architecture Research

Marc Lankhorst, Marten Schönherr, Joseph Barjis, Sietse Overbeek

Häftad, 2010

549 kr

Del 333

Information Systems: Research, Development, Applications, Education

Stanisław Wrycza, Jacek Maślankowski

Häftad, 2018

566 kr

Del 331

Exploring Service Science

Gerhard Satzger, Lia Patrício, Mohamed Zaki, Niklas Kühl, Peter Hottum

Häftad, 2018

549 kr

Del 332

Enterprise and Organizational Modeling and Simulation

Robert Pergl, Eduard Babkin, Russell Lock, Pavel Malyzhenkov, Vojtěch Merunka

Häftad, 2018

549 kr

Del 335

Practice of Enterprise Modeling

Robert Andrei Buchmann, Dimitris Karagiannis, Marite Kirikova

Häftad, 2018

549 kr

Del 336

Software Business

Krzysztof Wnuk, Sjaak Brinkkemper

Häftad, 2018

566 kr

Del 339

Business Information Systems Workshops

Witold Abramowicz, Adrian Paschke

Häftad, 2019

566 kr

Dietmar Winkler, Stefan Biffl, Johannes Bergsmann - Software Quality: The Complexity and Challenges of Software Engineering and Software Quality in the Cloud, Häftad

Del 338

Software Quality: The Complexity and Challenges of Software Engineering and Software Quality in the Cloud

Dietmar Winkler, Stefan Biffl, Johannes Bergsmann

Häftad, 2018

566 kr

Del 334

Advances in Enterprise Engineering XII

David Aveiro, Giancarlo Guizzardi, Sérgio Guerreiro, Wided Guédria

Häftad, 2018

566 kr

Del 341

Information Systems

Marinos Themistocleous, Paulo Rupino da Cunha

Häftad, 2019

566 kr

Du kanske också är intresserad av