Process mining: Overview and opportunities

W Van Der Aalst - ACM Transactions on Management Information …, 2012 - dl.acm.org
Over the last decade, process mining emerged as a new research field that focuses on the
analysis of processes using event data. Classical data mining techniques such as …

Business process management: a comprehensive survey

WMP Van der Aalst - International Scholarly Research Notices, 2013 - Wiley Online Library
Business Process Management (BPM) research resulted in a plethora of methods,
techniques, and tools to support the design, enactment, management, and analysis of …

Conformance checking

J Carmona, B van Dongen, A Solti… - … : Springer.[Google Scholar], 2018 - Springer
A model is an artefact to represent a specific concept. It maps properties of the concept into
some abstract representation, driven by the purpose of the model. As such, models …

Replaying history on process models for conformance checking and performance analysis

W Van der Aalst, A Adriansyah… - … Reviews: Data Mining …, 2012 - Wiley Online Library
Process mining techniques use event data to discover process models, to check the
conformance of predefined process models, and to extend such models with information …

Quality dimensions in process discovery: The importance of fitness, precision, generalization and simplicity

JCAM Buijs, BF van Dongen… - International Journal of …, 2014 - World Scientific
Process discovery algorithms typically aim at discovering process models from event logs
that best describe the recorded behavior. Often, the quality of a process discovery algorithm …

Stochastic process mining: Earth movers' stochastic conformance

SJJ Leemans, WMP van der Aalst, T Brockhoff… - Information Systems, 2021 - Elsevier
Initially, process mining focused on discovering process models from event data, but in
recent years the use and importance of conformance checking has increased. Conformance …

Decomposing Petri nets for process mining: A generic approach

WMP Van der Aalst - Distributed and Parallel Databases, 2013 - Springer
The practical relevance of process mining is increasing as more and more event data
become available. Process mining techniques aim to discover, monitor and improve real …

Measuring precision of modeled behavior

A Adriansyah, J Munoz-Gama, J Carmona… - Information systems and …, 2015 - Springer
Conformance checking techniques compare observed behavior (ie, event logs) with
modeled behavior for a variety of reasons. For example, discrepancies between a normative …

Alignment based precision checking

A Adriansyah, J Munoz-Gama, J Carmona… - … Workshops: BPM 2012 …, 2013 - Springer
Most organizations have process models describing how cases need to be handled. In fact,
legislation and standardization (cf. the Sarbanes-Oxley Act, the Basel II Accord, and the ISO …

Extracting event data from databases to unleash process mining

WMP Van der Aalst - BPM-Driving innovation in a digital world, 2015 - Springer
Increasingly organizations are using process mining to understand the way that operational
processes are executed. Process mining can be used to systematically drive innovation in a …