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

Title data

Chvirova, Diana ; Egger, Andreas ; Fehrer, Tobias ; Kratsch, Wolfgang ; Röglinger, Maximilian ; Wittmann, Jakob ; Wördehoff, Niklas:
A Multimedia Dataset for Object-Centric Business Process Mining in it Asset Management.
In: Data in Brief. Vol. 55 (April 2024) . - 110716.
ISSN 2352-3409
DOI: https://doi.org/10.1016/j.dib.2024.110716

Project information

Project financing: Anything-to-Log

Abstract in another language

This manuscript introduces a multimedia business process dataset provided by a German research institute. 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 in its raw state and processed form. The object-centric event log format (OCEL) provides discrete business process events from system activities. Event data from reality is supplied as raw video files and logs from environmental sensors. The video files were also manually labelled 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.

Further data

Item Type: Article in a journal
Refereed: Yes
Keywords: process mining; video mining; business process management; object-centric event log
Institutions of the University: Faculties > Faculty of Law, Business and Economics > Department of Business Administration
Faculties > Faculty of Law, Business and Economics > Department of Business Administration > Chair Business Administration XVII - Information Systems and Value-Based Business Process Management
Faculties > Faculty of Law, Business and Economics > Department of Business Administration > Chair Business Administration XVII - Information Systems and Value-Based Business Process Management > Chair Information Systems and Value-Based Business Process Management - Univ.-Prof. Dr. Maximilian Röglinger
Research Institutions
Research Institutions > Affiliated Institutes
Research Institutions > Affiliated Institutes > Branch Business and Information Systems Engineering of Fraunhofer FIT
Research Institutions > Affiliated Institutes > FIM Research Center for Information Management
Faculties
Faculties > Faculty of Law, Business and Economics
Result of work at the UBT: Yes
DDC Subjects: 000 Computer Science, information, general works > 004 Computer science
300 Social sciences > 330 Economics
Date Deposited: 16 May 2024 05:46
Last Modified: 23 Jul 2024 12:07
URI: https://eref.uni-bayreuth.de/id/eprint/89564