From Process-Agnostic to Process-Aware Automation, Mining, and Prediction

Stefanie Rinderle-Ma; Janik Vasily Benzin; Juergen Mangler

doi:10.1007/978-3-031-33620-1_1

From Process-Agnostic to Process-Aware Automation, Mining, and Prediction

Stefanie Rinderle-Ma, Janik Vasily Benzin, Juergen Mangler

Informatics 17 - Chair of Information Systems and Business Process Management

Technical University of Munich

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

The entire research area of (business) process management has experienced a tremendous push with the advent of process mining, robotic process automation, and predictive process monitoring. While this development is highly appreciated, the current process-agnostic pipelines for process mining, robotic process automation, and predictive process monitoring have several limitations. Taking a system perspective, this keynote elaborates the limitations of process-agnostic automation. Then, it shows how a shift towards process-aware automation and predictive compliance monitoring can be achieved and how process-aware pipelines contribute to overcome the limitations of process-agnostic automation. Finally, research implications with a focus on Petri nets are derived.

Original language	English
Title of host publication	Application and Theory of Petri Nets and Concurrency - 44th International Conference, PETRI NETS 2023, Proceedings
Editors	Luis Gomes, Robert Lorenz
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	3-15
Number of pages	13
ISBN (Print)	9783031336195
DOIs	https://doi.org/10.1007/978-3-031-33620-1_1
State	Published - 2023
Event	44th International Conference on Application and Theory of Petri Nets and Concurrency, PETRI NETS 2023 - Lisbon, Portugal Duration: 25 Jun 2023 → 30 Jun 2023

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	13929 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	44th International Conference on Application and Theory of Petri Nets and Concurrency, PETRI NETS 2023
Country/Territory	Portugal
City	Lisbon
Period	25/06/23 → 30/06/23

Keywords

Predictive Compliance Monitoring
Predictive Process Monitoring
Process Automation
Process Mining

Access to Document

10.1007/978-3-031-33620-1_1

Cite this

Rinderle-Ma, S., Benzin, J. V., & Mangler, J. (2023). From Process-Agnostic to Process-Aware Automation, Mining, and Prediction. In L. Gomes, & R. Lorenz (Eds.), Application and Theory of Petri Nets and Concurrency - 44th International Conference, PETRI NETS 2023, Proceedings (pp. 3-15). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 13929 LNCS). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-33620-1_1

Rinderle-Ma, Stefanie ; Benzin, Janik Vasily ; Mangler, Juergen. / From Process-Agnostic to Process-Aware Automation, Mining, and Prediction. Application and Theory of Petri Nets and Concurrency - 44th International Conference, PETRI NETS 2023, Proceedings. editor / Luis Gomes ; Robert Lorenz. Springer Science and Business Media Deutschland GmbH, 2023. pp. 3-15 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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Rinderle-Ma, S, Benzin, JV & Mangler, J 2023, From Process-Agnostic to Process-Aware Automation, Mining, and Prediction. in L Gomes & R Lorenz (eds), Application and Theory of Petri Nets and Concurrency - 44th International Conference, PETRI NETS 2023, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 13929 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 3-15, 44th International Conference on Application and Theory of Petri Nets and Concurrency, PETRI NETS 2023, Lisbon, Portugal, 25/06/23. https://doi.org/10.1007/978-3-031-33620-1_1

From Process-Agnostic to Process-Aware Automation, Mining, and Prediction. / Rinderle-Ma, Stefanie; Benzin, Janik Vasily; Mangler, Juergen.
Application and Theory of Petri Nets and Concurrency - 44th International Conference, PETRI NETS 2023, Proceedings. ed. / Luis Gomes; Robert Lorenz. Springer Science and Business Media Deutschland GmbH, 2023. p. 3-15 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 13929 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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Rinderle-Ma S, Benzin JV, Mangler J. From Process-Agnostic to Process-Aware Automation, Mining, and Prediction. In Gomes L, Lorenz R, editors, Application and Theory of Petri Nets and Concurrency - 44th International Conference, PETRI NETS 2023, Proceedings. Springer Science and Business Media Deutschland GmbH. 2023. p. 3-15. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-031-33620-1_1