PM ^2 : A Process Mining Project Methodology

@inproceedings{Eck2015PM,
  title={PM ^2 : A Process Mining Project Methodology},
  author={Maikel L. van Eck and Xixi Lu and Sander J. J. Leemans and Wil M.P. van der Aalst},
  booktitle={CAiSE},
  year={2015}
}
Process mining aims to transform event data recorded in information systems into knowledge of an organisation’s business processes. The results of process mining analysis can be used to improve process performance or compliance to rules and regulations. However, applying process mining in practice is not trivial. In this paper we introduce PM\(^2\), a methodology to guide the execution of process mining projects. We successfully applied PM\(^2\) during a case study within IBM, a multinational… 
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References

SHOWING 1-10 OF 20 REFERENCES
Process Diagnostics: A Method Based on Process Mining
TLDR
This paper proposes a methodology to perform process diagnostics, based on process mining, that gives a broad overview of the organization's process(es) within a short period of time.
Process Mining - Discovery, Conformance and Enhancement of Business Processes
TLDR
This book provides real-world techniques for monitoring and analyzing processes in real time and is a powerful new tool destined to play a key role in business process management.
Understanding Process Behaviours in a Large Insurance Company in Australia: A Case Study
TLDR
This case study validated existing 'lessons learned' from other similar case studies, but also added new insights that can be beneficial to other practitioners in applying process mining in their respective fields.
Supporting proces mining by showing events at a glance
TLDR
The dotted chart is proposed that shows overall process events at a glance in a graphical way such that the analyst gets a "helicopter view" of the process and is able to immediately spot opportunities for process improvement.
A General Framework for Correlating Business Process Characteristics
TLDR
This paper shows how the desired process characteristics can be derived and linked to events and shows that the selected dependent characteristic from a set of independent characteristics for a selected set of events.
Wanna improve process mining results?
TLDR
This paper identifies four categories of process characteristics issues that may manifest in an event log and 27 classes of event log quality issues and hopes that these findings will encourage systematic logging approaches, repair techniques, and analysis techniques to deal with the manifestation ofprocess characteristics in event logs.
Abstractions in Process Mining: A Taxonomy of Patterns
TLDR
The proposed approaches are shown to identify promising patterns and conceptually-valid abstractions on a real-life log that have multiple applications such as trace clustering, fault diagnosis/anomaly detection besides being an enabler for hierarchical process discovery.
XES, XESame, and ProM 6
TLDR
Two tools that use the eXtensible Event Stream format are presented - XESame and ProM 6 - and the main innovations and the role of XES are highlighted.
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