Мицюк Алексей Александрович Исправление моделей процессов с сохранением их структуры на основе журналов событий

brief description

Мицюк Алексей Александрович Исправление моделей процессов с сохранением их структуры на основе журналов событий
ОГЛАВЛЕНИЕ ДИССЕРТАЦИИ
кандидат наук Мицюк Алексей Александрович
Contents

Introduction

1 Background

1.1 Basic Notions

1.1.1 Multisets, Functions, Sequences

1.1.2 Process Models

1.1.3 Event Logs

1.2 Overview of Process Mining Techniques

1.2.1 Process Discovery

1.2.2 Conformance Checking

1.3 Process Model Repair: Related Work

1.3.1 Process Model Repair using Event Logs

1.3.2 Impact-Driven Model Repair

1.3.3 Improving Structured Business Process Models using Event Logs

1.3.4 Interactive and Incremental Business Process Model Repair

1.3.5 Automated Error Correction of Business Process Models

1.3.6 Other Model Repair Techniques

1.3.7 Process Model Simplification

1.4 Conclusions

2 Process Model Repair using Decomposition

2.1 Problem Statement

2.2 Modular Technique for Process Model Repair

2.3 Modular Repair using Maximal Decomposition

2.4 Improved Algorithm for Local Process Model Repair

2.5 Non-Local Repair of Process Models

2.6 Process Model Decomposition: Related Work

2.7 Discussion and Conclusions

3 Generating Artificial Event Logs

3.1 Event Log Generation Techniques: Related Work

3.2 Generating Event Logs for Petri nets

3.2.1 Algorithms for Event Log Generation

3.2.2 Tool Description

3.2.3 Tool Evaluation

3.3 Generating Event Logs for BPMN 2.0 Models

3.3.1 Algorithms for Event Log Generation

3.3.2 Tool Description

3.3.3 Tool Evaluation

3.4 Conclusions

4 Implementation and Experiments

4.1 Prototype Tool Description

4.2 Description of the Experiment and Input Data

4.3 Experimental Evaluation

4.3.1 Local Process Model Repair

4.3.2 Non-Local Process Model Repair

4.3.3 Repair of Larger Process Models

4.4 Conclusions

Conclusions

Acknowledgments

References

List of Figures

List of Tables