ICPM 2022 October 23-28, 2022, Bozen-Bolzano (Italy)

ML4PM 2022


October 23-28, 2022, Bozen-Bolzano, Italy




About ML4PM

The interest in combining Machine Learning and Process Mining has seen increasing growth in the last few years along with the relevance of the ICPM conference. Thus, this workshop offers a focused environment to discuss new approaches, applications and their results to a wide audience, composed of researchers and practitioners. ML4PM will be held in Eindhoven, in conjunction with the ICPM conference.

Call for Papers

This workshop invites papers that present works that lay in the intersection between machine learning and process mining. The event provides a suitable environment to discuss new approaches presented by researchers and practitioners. Main themes include automated process modeling, predictive process mining, application of deep learning techniques and online process mining. The workshop will count with leading researchers, engineers and scientists who are actively working on these topics.


Topics of interest for submission include, but are not limited to:

Submission Guidelines

Contributions to all calls should be submitted electronically to the Workshop management system connecting to https://easychair.org/my/conference?conf=icpm2022. At least one author of each accepted paper is expected to participate in the conference and present his/her work.

Submissions must be original contributions that have not been published previously.  Authors are requested to prepare submissions according to the format of the Lecture Notes in Business Information Processing (LNBIP) series by Springer href="http://www.springer.com/computer/lncs?SGWID=0-164-6-791344-0. Submissions must be in English and must not exceed 12 pages (including figures, bibliography and appendices). Each paper should contain a short abstract, clarifying the relation of the paper with the workshop topics, clearly state the problem being addressed, the goal of the work, the results achieved, and the relation to the literature.

Registrations are managed by the ICPM system

Important Dates

Milestone Deadline
Abstract Submission August 12, 2022 August 17, 2022
Paper Submission August 19, 2022 August 24, 2022
Notification of Acceptance September 16, 2022
Submission of Camera Ready Papers October 5, 2022
Workshop October 24, 2022
Post-workshop Camera-Ready Papers November 7, 2022


You can vote papers just after their presentation by connecting to app.wooclap.com/ML4PM

Time Title Authors
Research Papers: Session 1
09:00 Genetic algorithms for AutoML in outcome-based process predictive monitoring Nahyun Kwon and Marco Comuzzi.
09:25 Outcome-Oriented Predictive Process Monitoring on Positive and Unlabelled Event Logs Jari Peeperkorn, Alexander Stevens, Carlos Ortega Vazquez, Johannes De Smedt, Seppe Vanden Broucke and Jochen De Weerdt
09:50 On the Potential of Textual Data for Explainable Predictive Process Monitoring Christian Warmuth and Henrik Leopold.
10:15 Clustering analysis and frequent pattern mining for process profile analysis: an exploratory study for object-centric event logs Elio Ribeiro Faria Junior, Thais Rodrigues Neubauer, Marcelo Fantinato and Sarajane Marques Peres.
10:45 - 11:30 BREAK
Research Papers: Session 2
11:30 LSTM-based Anomaly Detection of Process Instances: Benchmark and Tweaks Johannes Lahann, Peter Pfeiffer and Peter Fettke.
11:55 Attribute-Based Conformance Diagnosis: Correlating Trace Attributes with Process Conformance Michael Grohs and Jana-Rebecca Rehse.
12:20 Resource Allocation in Business Processes with Deep Reinforcement Learning Kamil Żbikowski, Michał Ostapowicz and Piotr Gawrysiak.
12:45 Detecting Surprising Situations in Event Data Christian Kohlschmidt, Mahnaz Sadat Qafari and Wil van der Aalst.
13:10 - 14:30 LUNCH
Invited Talks
14:30-15:30 Keynote Speech: Process Mining and Machine Learning in Industry Rafael Accorsi
15:45 - 16:30 BREAK
16:30-17:30 Technical Talk: Process Mining in Python: Basics and Integrations to Other Python Libraries Sebastiaan van Zelst



Program Committee

Chiara Di Francescomarino, Fondazione Bruno Kessler-IRST

Jochen De Weerdt, Katholieke Universiteit Leuven

Domenico Potena, Università Politecnica delle Marche

Matthias Ehrendorfer, University of Vienna

Carl Corea, University of Koblenz-Landau

Boudewijn Van Dongen, Eindhoven University of Technology

Maurice van Keulen, University of Twente

Shridhar Devamane, APS College of Engineering

Bruno Zarpelao, State University of Londrina

Emerson Paraiso, PUCPR - Pontificia Universidade Catolica do Parana

Mariangela Lazoi, Università del Salento

Rafael Oyamada, University of Milan

Maria Teresa Gómez López, University of Seville

Marco Comuzzi, Ulsan National Institute of Science and Technology

Mario Luca Bernardi, University of Sannio

Michelangelo Ceci, Universita degli Studi di Bari

Sarajane M. Peres, University of São Paulo

Vincenzo Pasquadibisceglie, University of Bari

Riccardo De Masellis, Uppsala University

Fabrizio Maria Maggi, Free University of Bozen-Bolzano

Natalia Sidorova, Department of Mathematics and Computer Science, Technische Universiteit Eindhoven

Flavia Santoro, UERJ

Luigi Pontieri ICAR, National Research Council of Italy (CNR)

Gabriel Marques Tavares, University of Milan

Marco Pegoraro, RWTH Aachen