Process mining over multiple behavioral dimensions with event knowledge graphs

D Fahland - Process Mining Handbook, 2022‏ - Springer
Classical process mining relies on the notion of a unique case identifier, which is used to
partition event data into independent sequences of events. In this chapter, we study the …

Ocel: a standard for object-centric event logs

AF Ghahfarokhi, G Park, A Berti… - European Conference on …, 2021‏ - Springer
The application of process mining techniques to real-life information systems is often
challenging. Considering a Purchase to Pay (P2P) process, several case notions such as …

Discovering object-centric petri nets

WMP van der Aalst, A Berti - Fundamenta informaticae, 2020‏ - content.iospress.com
Techniques to discover Petri nets from event data assume precisely one case identifier per
event. These case identifiers are used to correlate events, and the resulting discovered Petri …

Multi-dimensional event data in graph databases

S Esser, D Fahland - Journal on Data Semantics, 2021‏ - Springer
Process event data is usually stored either in a sequential process event log or in a
relational database. While the sequential, single-dimensional nature of event logs aids …

OC-PM: analyzing object-centric event logs and process models

A Berti, WMP van der Aalst - International Journal on Software Tools for …, 2023‏ - Springer
Object-centric process mining is a novel branch of process mining that aims to analyze event
data from mainstream information systems (such as SAP) more naturally, without being …

Advancements and challenges in object-centric process mining: A systematic literature review

A Berti, M Montali, WMP van der Aalst - arxiv preprint arxiv:2311.08795, 2023‏ - arxiv.org
Recent years have seen the emergence of object-centric process mining techniques. Born
as a response to the limitations of traditional process mining in analyzing event data from …

Object-centric process predictive analytics

R Galanti, M De Leoni, N Navarin, A Marazzi - Expert Systems with …, 2023‏ - Elsevier
Object-centric processes (also known as Artifact-centric processes) are implementations of a
paradigm where an instance of one process is not executed in isolation but interacts with …

Precision and fitness in object-centric process mining

JN Adams, WMP Van Der Aalst - 2021 3rd International …, 2021‏ - ieeexplore.ieee.org
Traditional process mining considers only one single case notion and discovers and
analyzes models based on this. However, a single case notion is often not a realistic …

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 …

[PDF][PDF] An event data extraction approach from SAP ERP for process mining

A Berti, G Park, M Rafiei… - … Conference on Process …, 2021‏ - library.oapen.org
The extraction, transformation, and loading of event logs from information systems is the first
and the most expensive step in process mining. In particular, extracting event logs from …