Projects per year
Personal profile
Quote
"Unsupervised online learning from event streams is essential for applications with limited domain knowledge and real time demands."
Research profile
Marwan Hassani is leading a small research group on streaming process mining within the Process Analytic cluster. Marwan focuses in his research on online knowledge extraction from streaming event data and its applications in stream process mining. Marwan’s main interests are developing and applying unsupervised learning methods such as clustering, outlier detection and sequential pattern mining over streaming data. His main use case is optimizing customer journey and similar applications where scalable solutions are needed in an online manner and with limited availability of domain knowledge.
Academic background
Marwan Hassani has received a PhD in Computer Science in 2015 from RWTH Aachen University in Germany where he was a PhD candidate under the supervision of Thomas Seidl in the Data Management and Data Exploration Group. During his PhD, Marwan visited the School of Computing at Portsmouth University, UK. Marwan acted as a postdoctoral researcher at RWTH Aachen University from 2015 till July 2016. Since August 2016 he is an assistant professor in computer science at Eindhoven University of Technology TU/e where he is also leading the Customer Journey track of the Data Science Center Eindhoven (DSC/e). He has published over 65 scientific papers on Data Mining and Process Mining. Marwan has served in the program committees of major conferences and journals related to data mining, including ECML/PKDD, SDM, CIKM, KAIS, DAMI, JMLR. He has also co-chaired numerous scientific events on various data mining and process mining topics.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
-
SDG 3 Good Health and Well-being
-
SDG 9 Industry, Innovation, and Infrastructure
-
SDG 11 Sustainable Cities and Communities
-
SDG 12 Responsible Consumption and Production
Fingerprint
- 1 Similar Profiles
Collaborations and top research areas from the last five years
Projects
- 1 Finished
-
Business Process Re-engineering and functional toolkit for GDPR compliance
van Dongen, B. F. (Project Manager), Hassani, M. (Project member), Medeiros de Carvalho, R. (Project member), Verbeek, H. M. W. (Project member), Zaman, R. (Project member) & Mozafari Mehr, A. (Project member)
1/05/18 → 30/04/21
Project: Research direct
-
Chameleons do not Forget: Prompt-Based Online Continual Learning for Next Activity Prediction
Hassani, M., Verbeek, T. & van Straten, S., 2 Apr 2026, arXiv.org, 29 p.Research output: Working paper › Preprint › Academic
Open AccessFile6 Downloads (Pure) -
Leveraging Data Augmentation and Siamese Learning for Predictive Process Monitoring
van Straten, S. (Corresponding author), Padella, A. & Hassani, M., 8 Feb 2026, Cooperative Information Systems: 31st International Conference, CoopIS 2025, Marbella, Spain, October 20–22, 2025, Proceedings. Cappiello, C., Hartig, O., Sellami, M. & Ouni, A. (eds.). Cham: Springer, p. 70-87 18 p. (Lecture Notes in Computer Science (LNCS); vol. 15535).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
-
Autoencoder-Based Detection of Delays, Handovers and Workloads over High-Level Events
Verwijst, I., Mennens, R., Scheepens, R. & Hassani, M. (Corresponding author), 14 Feb 2025, Cooperative Information Systems: 30th International Conference, CoopIS 2024, Porto, Portugal, November 19–21, 2024, Proceedings. Comuzzi, M., Grigori, D., Sellami, M. & Zhou, Z. (eds.). Cham: Springer, p. 111-128 18 p. (Lecture Notes in Computer Science (LNCS); vol. 15506).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile40 Downloads (Pure) -
Handling Catastrophic Forgetting: Online Continual Learning for Next Activity Prediction
Verbeek, T. & Hassani, M. (Corresponding author), 14 Feb 2025, Cooperative Information Systems - 30th International Conference, CoopIS 2024, Proceedings: 30th International Conference, CoopIS 2024, Porto, Portugal, November 19–21, 2024, Proceedings. Comuzzi, M., Grigori, D., Sellami, M. & Zhou, Z. (eds.). Cham: Springer, p. 225-242 18 p. (Lecture Notes in Computer Science (LNCS); vol. 15506).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile5 Link opens in a new tab Citations (Scopus)45 Downloads (Pure) -
Leveraging Contrastive Learning and Spatial Encoding for Prediction in Traffic Networks with Expanding Infrastructure
Xu, Y. & Hassani, M., 14 May 2025, SAC '25: Proceedings of the 40th ACM/SIGAPP Symposium on Applied Computing. New York: Association for Computing Machinery, Inc., p. 1590-1599 10 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile27 Downloads (Pure)
Prizes
-
Best Paper Award in the 40th ACM/SIGAPP Symposium On Applied Computing
Xu, Y. (Recipient) & Hassani, M. (Recipient), 4 Apr 2025
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
-
Process Science (Journal)
Hassani, M. (Editorial board member)
1 Aug 2024Activity: Publication peer-review and editorial work types › Editorial activity › Scientific
-
Data & Knowledge Engineering (Journal)
Hassani, M. (Guest editor)
15 Oct 2023Activity: Publication peer-review and editorial work types › Editorial activity › Scientific
-
AI-Powered Customer Journey Transformation
Hassani, M. (Speaker)
27 Sept 2023Activity: Talk or presentation types › Invited talk › Scientific
Courses
-
Advanced Process Mining
Medeiros de Carvalho, R., Gonzalez Miranda, E., Fahland, D. & Hassani, M. 1/09/20 → 31/08/26
Course
-
Press/Media
-
Findings from Eindhoven University of Technology Broaden Understanding of Data Retention (Conformance Checking of Process Event Streams With Constraints On Data Retention)
van Dongen, B. F. & Hassani, M.
14/07/23
1 item of Media coverage
Press/Media: Expert Comment