A framework for understanding event abstraction problem solving: current states of event abstraction studies

J Lim, M Song - Data & Knowledge Engineering, 2024 - Elsevier
Event abstraction is a crucial step in applying process mining in real-world scenarios.
However, practitioners often face challenges in selecting relevant research for their specific …

An empirical evaluation of unsupervised event log abstraction techniques in process mining

G Van Houdt, M de Leoni, N Martin, B Depaire - Information Systems, 2024 - Elsevier
These days, businesses keep track of more and more data in their information systems.
Moreover, this data becomes more fine-grained than ever, tracking clicks and mutations in …

Unsupervised task recognition from user interaction streams

A Rebmann, H van der Aa - International Conference on Advanced …, 2023 - Springer
User interaction events can give an accurate picture of tasks executed in a process, since
they capture work performed across applications in a detailed manner. However, such data …

[HTML][HTML] Recognizing task-level events from user interaction data

A Rebmann, H van der Aa - Information Systems, 2024 - Elsevier
User interaction data comprises events that capture individual actions that a user performs
on their computer. Such events provide detailed records about how users carry out their …

LLM-based event abstraction and integration for IoT-sourced logs

M Shirali, MF Sani, Z Ahmadi, E Serral - arxiv preprint arxiv:2409.03478, 2024 - arxiv.org
The continuous flow of data collected by Internet of Things (IoT) devices, has revolutionised
our ability to understand and interact with the world across various applications. However …

[PDF][PDF] Discovering hierarchical process models: an approach based on events partitioning

AK Begicheva, IA Lomazova… - Modelirovanie i Analiz …, 2024 - researchgate.net
The discovery of better-structured and more readable process models is extensively studied
in the framework of process mining research from different perspectives. In this paper, we …

Semantics-aware event data transformation for process mining

AG Rebmann - 2024 - madoc.bib.uni-mannheim.de
Process mining comprises methods to analyze organizational processes based on event
data recorded by information systems during process execution. These methods generate …

Синтез иерархических моделей процессов: подход на основе разбиения событий на множества

АК Бегичева, ИА Ломазова, РА Нестеров - Моделирование и анализ …, 2024 - mathnet.ru
Process mining—это область компьютерных наук, которая занимается синтезом и
анализом моделей процессов на основе автоматически генерируемых журналов …

[PDF][PDF] Towards Process Representation Models for Business Process Management

P Pfeiffer - ai4bpm.com
Abstract Language representation models have reached impressive performance in various
language understanding tasks, especially due to their ability to learn rich representations of …