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 …
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 …
techniques, and tools to support the design, enactment, management, and analysis of …
Conformance checking
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 …
some abstract representation, driven by the purpose of the model. As such, models …
Replaying history on process models for conformance checking and performance analysis
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 …
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
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 …
that best describe the recorded behavior. Often, the quality of a process discovery algorithm …
Stochastic process mining: Earth movers' stochastic conformance
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 …
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 …
become available. Process mining techniques aim to discover, monitor and improve real …
Measuring precision of modeled behavior
Conformance checking techniques compare observed behavior (ie, event logs) with
modeled behavior for a variety of reasons. For example, discrepancies between a normative …
modeled behavior for a variety of reasons. For example, discrepancies between a normative …
Alignment based precision checking
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 …
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 …
processes are executed. Process mining can be used to systematically drive innovation in a …