Predictive compliance monitoring in process-aware information systems: State of the art, functionalities, research directions

S Rinderle-Ma, K Winter, JV Benzin - Information Systems, 2023 - Elsevier
Business process compliance is a key area of business process management and aims at
ensuring that processes obey to compliance constraints such as regulatory constraints or …

[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 …

Paraconsistent reasoning for inconsistency measurement in declarative process specifications

C Corea, I Kuhlmann, M Thimm, J Grant - Information Systems, 2024 - Elsevier
Inconsistency is a core problem in fields such as AI and data-intensive systems. In this work,
we address the problem of measuring inconsistency in declarative process specifications …

Conformance Checking of Fuzzy Logs Against Declarative Temporal Specifications

I Donadello, P Felli, C Innes, FM Maggi… - … Conference on Business …, 2024 - Springer
Traditional conformance checking tasks assume that event data provide a faithful and
complete representation of the actual process executions. This assumption has been …

Object-centric conformance alignments with synchronization (extended version)

A Gianola, M Montali, S Winkler - arxiv preprint arxiv:2312.08537, 2023 - arxiv.org
Real-world processes operate on objects that are inter-dependent. To accurately reflect the
nature of such processes, object-centric process mining techniques are needed, notably …

Data petri nets meet probabilistic programming

M Kuhn, J Grüger, C Matheja, A Rivkin - International Conference on …, 2024 - Springer
Probabilistic programming (PP) is a programming paradigm that allows for writing statistical
models like ordinary programs, performing simulations by running those programs, and …

A novel trace-based sampling method for conformance checking

HM Marin-Castro, M Morales-Sandoval… - PeerJ Computer …, 2024 - peerj.com
It is crucial for organizations to ensure that their business processes are executed accurately
and comply with internal policies and requirements. Process mining is a discipline of data …

[HTML][HTML] Approximate conformance checking: Fast computation of multi-perspective, probabilistic alignments

A Gianola, JH Ko, FM Maggi, M Montali, S Winkler - Information Systems, 2025 - Elsevier
In the context of process mining, alignments are increasingly being adopted for conformance
checking, due to their ability in providing sophisticated diagnostics on the nature and extent …

Approximating Multi-perspective Trace Alignment Using Trace Encodings

A Gianola, J Ko, FM Maggi, M Montali… - … Conference on Business …, 2023 - Springer
Alignments provide sophisticated diagnostics that pinpoint deviations in a trace with respect
to a process model. One crucial aspect is to consider, in the alignment task, not only the …