[HTML][HTML] Data-aware conformance checking with SMT

P Felli, A Gianola, M Montali, A Rivkin, S Winkler - Information Systems, 2023 - Elsevier
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 …

[HTML][HTML] Multi-perspective conformance checking of uncertain process traces: An SMT-based approach

P Felli, A Gianola, M Montali, A Rivkin… - … Applications of Artificial …, 2023 - Elsevier
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 …

Probabilistic declarative process mining

A Alman, FM Maggi, M Montali, R Peñaloza - Information Systems, 2022 - Elsevier
In a variety of application domains,(business) processes are intrinsically uncertain.
Surprisingly, only very few languages and techniques in BPM consider uncertainty as a first …

Modelling data-aware stochastic processes-discovery and conformance checking

F Mannhardt, SJJ Leemans, CT Schwanen… - … on Applications and …, 2023 - Springer
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 …

[HTML][HTML] Enjoy the silence: analysis of stochastic Petri nets with silent transitions

SJJ Leemans, FM Maggi, M Montali - Information Systems, 2024 - Elsevier
Capturing stochastic behaviour in business and work processes is essential to quantitatively
understand how nondeterminism is resolved when taking decisions within the process. This …

Conformance checking with uncertainty via SMT

P Felli, A Gianola, M Montali, A Rivkin… - … Conference on Business …, 2022 - Springer
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 …

Reasoning on labelled petri nets and their dynamics in a stochastic setting

SJJ Leemans, FM Maggi, M Montali - International Conference on …, 2022 - Springer
Interest in stochastic models for business processes has been revived in a recent series of
studies on uncertainty in process models and event logs, with corresponding process mining …

Quickening data-aware conformance checking through temporal algebras

G Bergami, S Appleby, G Morgan - Information, 2023 - mdpi.com
A temporal model describes processes as a sequence of observable events characterised
by distinguishable actions in time. Conformance checking allows these models to determine …

Stochastic Conformance Checking Based on Expected Subtrace Frequency

EG Rocha, SJJ Leemans… - 2024 6th International …, 2024 - ieeexplore.ieee.org
Conformance checking focuses on quantifying behavioral differences between desired and
observed process behavior. Stochastic conformance checking considers not only the …

Everything there is to Know about Stochastically Known Logs

A Gal - 2023 5th International Conference on Process Mining …, 2023 - ieeexplore.ieee.org
When it comes to data, the world has seen a tremendous change from the days back then
when data was neatly stored in well-organized, centrally managed, carefully monitored …