Projecten per jaar
"Unsupervised online learning from event streams is essential for applications with limited domain knowledge and real time demands."
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.
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.
Zaman, R., Hassani, M. & van Dongen, B. F., 2020, (Geaccepteerd/In druk) Business Process Management Workshops (BPM 2020). Springer
Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer reviewBestand40 Downloads (Pure)
de Carvalho, R. M., Hassani, M., Bracciale, L., Bianchi, G., Juan-Verdejo, A., Alexakis, S., Gaudino, F., Cascone, D. & Barracano, P., 1 jan 2020, Digital Transformation for a Sustainable Society in the 21st Century - I3E 2019 IFIP WG 6.11 International Workshops, Revised Selected Papers. Pappas, I. O., Pappas, I. O., Mikalef, P., Jaccheri, L., Krogstie, J., Dwivedi, Y. K. & Mäntymäki, M. (redactie). Springer, blz. 72-78 7 blz. (IFIP Advances in Information and Communication Technology; vol. 573 AICT).
Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer reviewOpen AccessBestand2 Citaten (Scopus)23 Downloads (Pure)
Zaman, R. & Hassani, M., 21 jun 2020, In : SN Computer Science. 1, 4, blz. 1-15 15 blz., 210.
Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic › peer reviewOpen AccessBestand19 Downloads (Pure)
Spenrath, Y. & Hassani, M., 1 jun 2020, Proceedings of European Council for Modelling and Simulation (ECMS) 2020 . Steglich, M., Muller, C., Neumann, G. & Walther, M. (redactie). European Council for Modeling and Simulation, blz. 190-196 7 blz. (Proceedings European Council for Modelling and Simulation; vol. 34, nr. 1).
Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer reviewOpen AccessBestand54 Downloads (Pure)
Spenrath, Y., Hassani, M., van Dongen, B. F. & Tariq, H., 2020, (Geaccepteerd/In druk) Proceedings of ECML PKDD 2020.