Conformance checking: foundations, milestones and challenges
By relating observed and modelled behaviour, conformance checking unleashes the full
power of process mining. Techniques from this discipline enable the analysis of the quality …
power of process mining. Techniques from this discipline enable the analysis of the quality …
[HTML][HTML] Data-aware conformance checking with SMT
Conformance checking is a key process mining task to confront the normative behavior
imposed by a process model with the actual behavior recorded in a log. While this problem …
imposed by a process model with the actual behavior recorded in a log. While this problem …
[HTML][HTML] Multi-perspective conformance checking of uncertain process traces: An SMT-based approach
Conformance checking, one of the central tasks in process mining, compares the expected
behavior described by a reference process model to the actual behavior recorded in an …
behavior described by a reference process model to the actual behavior recorded in an …
[HTML][HTML] Event-case correlation for process mining using probabilistic optimization
Process mining supports the analysis of the actual behavior and performance of business
processes using event logs. An essential requirement is that every event in the log must be …
processes using event logs. An essential requirement is that every event in the log must be …
Do you behave always the same? A process mining approach
Human behavior could be represented in the form of a process. Existing process modeling
notations, however, are not able to faithfully represent these very flexible and unstructured …
notations, however, are not able to faithfully represent these very flexible and unstructured …
[HTML][HTML] Process mining-driven analysis of COVID-19's impact on vaccination patterns
A Augusto, T Deitz, N Faux… - Journal of Biomedical …, 2022 - Elsevier
Process mining is a discipline sitting between data mining and process science, whose goal
is to provide theoretical methods and software tools to analyse process execution data …
is to provide theoretical methods and software tools to analyse process execution data …
Modelling data-aware stochastic processes-discovery and conformance checking
Process mining aims to analyse business process behaviour by discovering process models
such as Petri nets from process executions recorded as sequential traces in event logs …
such as Petri nets from process executions recorded as sequential traces in event logs …
Static and dynamic techniques for iterative test-driven modelling of dynamic condition response graphs
Test-driven declarative process modelling combines process models with test traces and
has been introduced as a means to achieve both the flexibility provided by the declarative …
has been introduced as a means to achieve both the flexibility provided by the declarative …
Object-centric alignments
Processes tend to interact with other processes and operate on various objects of different
types. These objects can influence each other creating dependencies between sub …
types. These objects can influence each other creating dependencies between sub …
Conformance checking with uncertainty via SMT
Logs of real-life processes often feature uncertainty pertaining the recorded timestamps,
data values, and/or events. We consider the problem of checking conformance of uncertain …
data values, and/or events. We consider the problem of checking conformance of uncertain …