A Multimedia Dataset for Object-Centric Business Process Mining in it Asset Management

18 Pages Posted: 29 Apr 2024

See all articles by Diana Chvirova

Diana Chvirova

affiliation not provided to SSRN

Andreas Egger

affiliation not provided to SSRN

Tobias Fehrer

affiliation not provided to SSRN

Wolfgang Kratsch

affiliation not provided to SSRN

Maximilian Roeglinger

FIM Research Center, University of Bayreuth; Project Group Business & Information Systems Engineering of the Fraunhofer FIT

Jakob Wittmann

affiliation not provided to SSRN

Niklas Wördehoff

affiliation not provided to SSRN

Abstract

In this manuscript, a multimedia business process dataset provided by a German research institute is introduced. The dataset was systematically collected in a laboratory environment that reflects the workspace of IT staff managing IT Asset Management (ITAM) processes. It encompasses data from 121 process instances across six basic processes, captured using 37 video recordings from two camera perspectives, motion tracking, environmental sensors, an ITAM system trace, and event log data from user interactions. The data is made available both in its raw state and in a processed form. Discrete business process events from system activities are provided in the object-centric event log format (OCEL). Event data from reality is supplied as raw video files and logs from environmental sensors. Additionally, the video files were manually labeled with identifiable business process activities and their associated entities. This multimedia dataset has been designed as a resource for developing, training, and evaluating process mining techniques based on unstructured data. Consequently, the dataset design emphasizes the traceability of activities and entities across the multimedia data sources.

Keywords: process mining, video mining, business process management, object-centric event log

Suggested Citation

Chvirova, Diana and Egger, Andreas and Fehrer, Tobias and Kratsch, Wolfgang and Roeglinger, Maximilian and Wittmann, Jakob and Wördehoff, Niklas, A Multimedia Dataset for Object-Centric Business Process Mining in it Asset Management. Available at SSRN: https://ssrn.com/abstract=4811188 or http://dx.doi.org/10.2139/ssrn.4811188

Diana Chvirova

affiliation not provided to SSRN ( email )

No Address Available

Andreas Egger

affiliation not provided to SSRN ( email )

No Address Available

Tobias Fehrer (Contact Author)

affiliation not provided to SSRN ( email )

No Address Available

Wolfgang Kratsch

affiliation not provided to SSRN ( email )

No Address Available

Maximilian Roeglinger

FIM Research Center, University of Bayreuth ( email )

Wittelsbacherring 10
Bayreuth, Bavaria 95444
Germany

Project Group Business & Information Systems Engineering of the Fraunhofer FIT ( email )

Wittelsbacherring 10
Bayreuth, 95445
Germany

Jakob Wittmann

affiliation not provided to SSRN ( email )

No Address Available

Niklas Wördehoff

affiliation not provided to SSRN ( email )

No Address Available

Do you have a job opening that you would like to promote on SSRN?

Paper statistics

Downloads
14
Abstract Views
61
PlumX Metrics