The Process Improvement Explorer: Automated Discovery and Assessment of Business Process Improvement Opportunities

Business process variant analysis: Survey and classification

Author(s): Farbod Taymouri, Marcello La Rosa, Marlon Dumas, Fabrizio Maria Maggi
Published in: Knowledge-Based Systems, Issue 211, 2021, Page(s) 106557, ISSN 0950-7051
Publisher: Elsevier BV
DOI: 10.1016/j.knosys.2020.106557

Robotic Process Mining: Vision and Challenges

Author(s): Volodymyr Leno; Artem Polyvyanyy; Marlon Dumas; Marcello La Rosa; Fabrizio Maria Maggi
Published in: Business & Information Systems Engineering, Issue Vol. 63, 2021, Page(s) 301–314, ISSN 2363-7005
Publisher: Springer
DOI: 10.1007/s12599-020-00641-4

Optimization framework for DFG-based automated process discovery approaches

Author(s): Adriano Augusto, Marlon Dumas, Marcello La Rosa, Sander J. J. Leemans & Seppe K. L. M. vanden Broucke
Published in: Software and Systems Modeling, Issue 20(4), 2021, Page(s) 1245-1270, ISSN 1619-1366
Publisher: Springer Verlag
DOI: 10.1007/s10270-020-00846-x

Discovering generative models from event logs: data-driven simulation vs deep learning

Author(s): Manuel Camargo, Marlon Dumas, Oscar González-Rojas
Published in: PeerJ Computer Science, Issue 7, 2021, Page(s) e577, ISSN 2376-5992
Publisher: PeerJ
DOI: 10.7717/peerj-cs.577

Scalable alignment of process models and event logs: An approach based on automata and S-components

Author(s): Daniel Reißner, Abel Armas-Cervantes, Raffaele Conforti, Marlon Dumas, Dirk Fahland, Marcello La Rosa
Published in: Information Systems, Issue 94, 2020, Page(s) 101561, ISSN 0306-4379
Publisher: Elsevier Science & Technology
DOI: 10.1016/j.is.2020.101561

Automated discovery of business process simulation models from event logs

Author(s): Manuel Camargo, Marlon Dumas, Oscar González-Rojas
Published in: Decision Support Systems, Issue 134, 2020, Page(s) 113284, ISSN 0167-9236
Publisher: Elsevier BV
DOI: 10.1016/j.dss.2020.113284

Discovering data transfer routines from user interaction logs

Author(s): Volodymyr Leno; Adriano Augusto; Marlon Dumas; Marcello La Rosa; Fabrizio Maria Maggi; Artem Polyvyanyy
Published in: Information Systems, Issue Vo. 107, 2022, Page(s) 101916, ISSN 0306-4379
Publisher: Elsevier Science & Technology
DOI: 10.1016/j.is.2021.101916

Discovering business process simulation models in the presence of multitasking and availability constraints

Author(s): Bedilia Estrada-Torres; Bedilia Estrada-Torres; Manuel Camargo; Marlon Dumas; Luciano García-Bañuelos; Ibrahim Mahdy; Maksym Yerokhin
Published in: Data and Knowledge Engineering, Issue 134, 2021, Page(s) 101897, ISSN 0169-023X
Publisher: Elsevier BV
DOI: 10.1016/j.datak.2021.101897

Constructing Digital Twins for Accurate and Reliable What-If Business Process Analysis

Author(s): Marlon Dumas
Published in: Proceedings of the International Workshop on BPM Problems to Solve Before We Die (PROBLEMS 2021) co-located with the 19th International Conference on Business Process Management (BPM 2021), 2021
Publisher: CEUR-WS.org

Prescriptive Process Monitoring for Cost-Aware Cycle Time Reduction

Author(s): Zahra Dasht Bozorgi, Irene Teinemaa, Marlon Dumas, Marcello La Rosa, Artem Polyvyanyy
Published in: Proceedings of the 3rd International Conference on Process Mining (ICPM'2021), 2021, Page(s) 96-103, ISBN 978-1-6654-3514-7
Publisher: IEEE
DOI: 10.1109/icpm53251.2021.9576853

Robidium: Automated Synthesis of Robotic Process Automation Scripts from UI Logs

Author(s): Volodymyr Leno, Stanislav Deviatykh, Artem Polyvyanyy, Marcello La Rosa, Marlon Dumas, Fabrizio Maria Maggi
Published in: Proceedings of the Best Dissertation Award, Doctoral Consortium, and Demonstration & Resources Track at BPM 2020 co-located with the 18th International Conference on Business Process Management (BPM 2020), 2020, Page(s) 102-106
Publisher: CEUR-WS.org

Learning Accurate Business Process Simulation Models from Event Logs via Automated Process Discovery and Deep Learning

Author(s): Manuel Camargo, Marlon Dumas, Oscar González-Rojas
Published in: Proceedings of CAiSE 2022: International Conference on Advanced Information Systems Engineering, 2022, Page(s) 55-71, ISBN 978-3-031-07471-4
Publisher: Springer Nature
DOI: 10.1007/978-3-031-07472-1_4

Process Mining Meets Causal Machine Learning: Discovering Causal Rules from Event Logs

Author(s): Zahra Dasht Bozorgi, Irene Teinemaa, Marlon Dumas, Marcello La Rosa, Artem Polyvyanyy
Published in: 2020 2nd International Conference on Process Mining (ICPM), 2020, Page(s) 129-136, ISBN 978-1-7281-9832-3
Publisher: IEEE
DOI: 10.1109/icpm49681.2020.00028

Prescriptive Process Monitoring Under Resource Constraints: A Causal Inference Approach

Author(s): Mahmoud Shoush, Marlon Dumas
Published in: Proceedings of the Workshops of the International Conference on Process Mining (ICPM Workshops'2021), 2021, Page(s) 180-193, ISBN 978-3-030-98580-6
Publisher: Springer Verlag
DOI: 10.1007/978-3-030-98581-3_14

Identifying Candidate Routines for Robotic Process Automation from Unsegmented UI Logs

Author(s): Volodymyr Leno, Adriano Augusto, Marlon Dumas, Marcello La Rosa, Fabrizio Maria Maggi, Artem Polyvyanyy
Published in: 2020 2nd International Conference on Process Mining (ICPM), 2020, Page(s) 153-160, ISBN 978-1-7281-9832-3
Publisher: IEEE
DOI: 10.1109/icpm49681.2020.00031

Silhouetting the Cost-Time Front: Multi-objective Resource Optimization in Business Processes

Author(s): Orlenys López-Pintado, Marlon Dumas, Maksym Yerokhin, Fabrizio Maria Maggi
Published in: Proceedings of the Forum of the 2021 International Conference on Business Process Management (BPM Forum), 2021, Page(s) 92-108, ISBN 978-3-030-85439-3
Publisher: Springer Verlag
DOI: 10.1007/978-3-030-85440-9_6

Mine Me but Don't Single Me Out: Differentially Private Event Logs for Process Mining

Author(s): Gamal Elkoumy, Alisa Pankova, Marlon Dumas
Published in: Proceedings of the 3rd International Conference on Process Mining (ICPM'2021), 2021, Page(s) 80-87, ISBN 978-1-6654-3514-7
Publisher: IEEE
DOI: 10.1109/icpm53251.2021.9576852

Automated Discovery of Data Transformations for Robotic Process Automation

Author(s): Volodymyr Leno; Marlon Dumas; Marcello La Rosa; Fabrizio Maria Maggi; Artem Polyvyanyy
Published in: Proceedings of the AAAI'2021 workshop on Intelligent Process Automation, 2021
Publisher: Arxiv
DOI: 10.5281/zenodo.6481880

Discovering Automatable Routines from User Interaction Logs

Author(s): Antonio Bosco, Adriano Augusto, Marlon Dumas, Marcello La Rosa, Giancarlo Fortino
Published in: Business Process Management Forum - BPM Forum 2019, Vienna, Austria, September 1–6, 2019, Proceedings, Issue 360, 2019, Page(s) 144-162, ISBN 978-3-030-26642-4
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-26643-1_9

Discovering Business Process Simulation Models in the Presence of Multitasking

Author(s): Bedilia Estrada-Torres, Manuel Camargo, Marlon Dumas, Maksym Yerokhin
Published in: Research Challenges in Information Science - 14th International Conference, RCIS 2020, Limassol, Cyprus, September 23–25, 2020, Proceedings, Issue 385, 2020, Page(s) 381-397, ISBN 978-3-030-50315-4
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-50316-1_23

Learning Accurate LSTM Models of Business Processes

Author(s): Manuel Camargo, Marlon Dumas, Oscar González-Rojas
Published in: Business Process Management - 17th International Conference, BPM 2019, Vienna, Austria, September 1–6, 2019, Proceedings, Issue 11675, 2019, Page(s) 286-302, ISBN 978-3-030-26618-9
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-26619-6_19

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