Leveraging large language models (llms) for process mining (technical report)

A Berti, MS Qafari - arxiv preprint arxiv:2307.12701, 2023 - arxiv.org
This technical report describes the intersection of process mining and large language
models (LLMs), specifically focusing on the abstraction of traditional and object-centric …

Getting the Data in Shape for Your Process Mining Analysis: An In-Depth Analysis of the Pre-Analysis Stage

SK Pradhan, M Jans, N Martin - ACM Computing Surveys, 2025 - dl.acm.org
Process mining enables organizations to analyze the data stored in their information
systems and derive insights regarding their business processes. However, raw data needs …

CoCoMoT: conformance checking of multi-perspective processes via SMT

P Felli, A Gianola, M Montali, A Rivkin… - … Conference, BPM 2021 …, 2021 - Springer
Conformance checking is a key process mining task for comparing the expected behavior
captured in a process model and the actual behavior recorded in a log. While this problem …

[HTML][HTML] Describing behavior sequences of fattening pigs using process mining on video data and automated pig behavior recognition

A Melfsen, A Lepsien, J Bosselmann, A Koschmider… - Agriculture, 2023 - mdpi.com
This study aimed to demonstrate the application of process mining on video data of pigs,
facilitating the analysis of behavioral patterns. Video data were collected over a period of 5 …

Preserving complex object-centric graph structures to improve machine learning tasks in process mining

JN Adams, G Park, WMP van der Aalst - Engineering Applications of …, 2023 - Elsevier
Interactions of multiple processes and different objects can be captured using object-centric
event data. Object-centric event data represent process executions as event graphs of …

[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 …

Analytics pipeline for process mining on video data

A Lepsien, A Koschmider, W Kratsch - International Conference on …, 2023 - Springer
Process mining has shown that it provides valuable insights in terms of uncovering
bottlenecks and inefficiencies in processes or identifying tasks for automation. However …

Educational process mining: A study using a public educational data set from a machine learning repository

G Feng, H Chen - Education and Information Technologies, 2024 - Springer
Data mining has been successfully and widely utilized in educational information systems,
and an important research field has been formed, which is educational data mining. Process …

Discovery of process variants based on trace context tree

H Fang, W Liu, W Wang, S Zhang - Connection Science, 2023 - Taylor & Francis
Process variants usually exhibit a high degree of internal heterogeneity, in the sense that the
executions of the process differ widely from each other due to contextual factors, human …

[PDF][PDF] Trace Clustering for User Behavior Mining.

L Abb, C Bormann, H van der Aa, JR Rehse - ECIS, 2022 - hanvanderaa.com
Business information systems support a large variety of business processes and tasks, yet
organizations rarely understand how users interact with these systems. User Behavior …