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Niels Martin

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affiliation: Hasselt University, Belgium

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2020 – today

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2024
[j22]
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Kanika Goel, Niels Martin, Arthur H. M. ter Hofstede:
Demystifying data governance for process mining: Insights from a Delphi study. Inf. Manag. 61(5): 103973 (2024)
[j21]
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Greg Van Houdt, Massimiliano de Leoni, Niels Martin, Benoît Depaire:
An empirical evaluation of unsupervised event log abstraction techniques in process mining. Inf. Syst. 121: 102320 (2024)
[c25]
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Niels Martin, Mathias Weske, Luise Pufahl:
Introduction to the Minitrack on Process Mining in Healthcare. HICSS 2024: 3686
[c24]
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Niels Martin, Isabeau Gielen, Jochen Bergs:
Process Mining Using Electronic Health Records Data - Quo Vadis? Reflections from Observing Nurses' Activities and Data Registration Behavior. HICSS 2024: 3707-3716
2023
[j20]
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Fernanda Gonzalez-Lopez, Niels Martin, Rene de la Fuente, Victor Galvez-Yanjari, Javiera Guzmán, Eduardo Kattan, Marcos Sepúlveda, Jorge Munoz-Gama:
ProDeM: A Process-Oriented Delphi Method for systematic asynchronous and consensual surgical process modelling. Artif. Intell. Medicine 135: 102426 (2023)
[j19]
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Greg Van Houdt, Niels Martin, Benoît Depaire:
AITIA-PM: Discovering the true causes of events in a process mining context. Eng. Appl. Artif. Intell. 126(Part D): 107145 (2023)
[j18]
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Arthur H. M. ter Hofstede, Agnes Koschmider, Andrea Marrella, Robert Andrews, Dominik Andreas Fischer, Sareh Sadeghianasl, Moe Thandar Wynn, Marco Comuzzi, Jochen De Weerdt, Kanika Goel, Niels Martin, Pnina Soffer:
Process-Data Quality: The True Frontier of Process Mining. ACM J. Data Inf. Qual. 15(3): 29:1-29:21 (2023)
[c23]
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Iris Beerepoot, Niels Martin, Jelmer Jan Koorn:
From Insights to INTEL: Evaluating Process Mining Insights with Healthcare Professionals. HICSS 2023: 3245-3254
[c22]
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Ruben Claus, Niels Martin, Esther R. C. Janssen, Gert Janssenswillen, Tim A. E. J. Boymans, Rob J. B. Vanwersch:
Using Process Mining to Explore the Impact of Socio-economic Status on the Treatment of Musculoskeletal Disorders - A Case Study. ICPM Workshops 2023: 211-222
2022
[j17]
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Gerhardus A. W. M. van Hulzen, Chiao-Yun Li, Niels Martin, Sebastiaan J. van Zelst, Benoît Depaire:
Mining context-aware resource profiles in the presence of multitasking. Artif. Intell. Medicine 134: 102434 (2022)
[j16]
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Niels Martin, Greg Van Houdt, Gert Janssenswillen:
DaQAPO: Supporting flexible and fine-grained event log quality assessment. Expert Syst. Appl. 191: 116274 (2022)
[j15]
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Jorge Munoz-Gama, Niels Martin, Carlos Fernández-Llatas, Owen A. Johnson, Marcos Sepúlveda, Emmanuel Helm, Victor Galvez-Yanjari, Eric Rojas, Antonio Martinez-Millana, Davide Aloini, Ilaria Angela Amantea, Robert Andrews, Michael Arias, Iris Beerepoot, Elisabetta Benevento, Andrea Burattin, Daniel Capurro, Josep Carmona, Marco Comuzzi, Benjamin Dalmas, Rene de la Fuente, Chiara Di Francescomarino, Claudio Di Ciccio, Roberto Gatta, Chiara Ghidini, Fernanda Gonzalez-Lopez, Gema Ibáñez-Sánchez, Hilda B. Klasky, Angelina Prima Kurniati, Xixi Lu, Felix Mannhardt, Ronny Mans, Mar Marcos, Renata Medeiros de Carvalho, Marco Pegoraro, Simon K. Poon, Luise Pufahl, Hajo A. Reijers, Simon Remy, Stefanie Rinderle-Ma, Lucia Sacchi, Fernando Seoane, Minseok Song, Alessandro Stefanini, Emilio Sulis, Arthur H. M. ter Hofstede, Pieter J. Toussaint, Vicente Traver, Zoe Valero-Ramon, Inge van de Weerd, Wil M. P. van der Aalst, Rob J. B. Vanwersch, Mathias Weske, Moe Thandar Wynn, Francesca Zerbato:
Process mining for healthcare: Characteristics and challenges. J. Biomed. Informatics 127: 103994 (2022)
[j14]
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Emmelien De Roock, Niels Martin:
Process mining in healthcare - An updated perspective on the state of the art. J. Biomed. Informatics 127: 103995 (2022)
[j13]
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Gerhardus van Hulzen, Niels Martin, Benoît Depaire, Geert Souverijns:
Supporting capacity management decisions in healthcare using data-driven process simulation. J. Biomed. Informatics 129: 104060 (2022)
[j12]
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Jorge Munoz-Gama, Niels Martin, Carlos Fernández-Llatas, Owen A. Johnson, Marcos Sepúlveda:
Innovative informatics methods for process mining in health care. J. Biomed. Informatics 134: 104203 (2022)
[j11]
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Kanika Goel, Sander J. J. Leemans, Niels Martin, Moe Thandar Wynn:
Quality-Informed Process Mining: A Case for Standardised Data Quality Annotations. ACM Trans. Knowl. Discov. Data 16(5): 97:1-97:47 (2022)
[c21]
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Jelmer Jan Koorn, Xixi Lu, Henrik Leopold, Niels Martin, Sam Verboven, Hajo A. Reijers:
Mining Statistical Relations for Better Decision Making in Healthcare Processes. ICPM 2022: 32-39
[c20]
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Gerhardus A. W. M. van Hulzen, Gert Janssenswillen, Niels Martin, Benoît Depaire:
Process Analysis with bupaR 0.5.0: What's New? (Extended Abstract). ICPM Doctoral Consortium / Demo 2022: 95-99
[p1]
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Niels Martin, Nils Wittig, Jorge Munoz-Gama:
Using Process Mining in Healthcare. Process Mining Handbook 2022: 416-444
2021
[j10]
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Niels Martin, Dominik Andreas Fischer, Georgi Dimov Kerpedzhiev, Kanika Goel, Sander J. J. Leemans, Maximilian Röglinger, Wil M. P. van der Aalst, Marlon Dumas, Marcello La Rosa, Moe Thandar Wynn:
Opportunities and Challenges for Process Mining in Organizations: Results of a Delphi Study. Bus. Inf. Syst. Eng. 63(5): 511-527 (2021)
[j9]
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Niels Martin, Luise Pufahl, Felix Mannhardt:
Detection of batch activities from event logs. Inf. Syst. 95: 101642 (2021)
[j8]
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Niels Martin, Andreas Solti, Jan Mendling, Benoît Depaire, An Caris:
Mining Batch Activation Rules from Event Logs. IEEE Trans. Serv. Comput. 14(6): 1837-1848 (2021)
[c19]
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Gerhardus van Hulzen, Niels Martin, Benoît Depaire:
Looking Beyond Activity Labels: Mining Context-Aware Resource Profiles Using Activity Instance Archetypes. BPM (Forum) 2021: 230-245
[c18]
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Greg Van Houdt, Benoît Depaire, Niels Martin:
Root Cause Analysis in Process Mining with Probabilistic Temporal Logic. ICPM Workshops 2021: 73-84
[c17]
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Sam Verboven, Niels Martin:
Combining the Clinical and Operational Perspectives in Heterogeneous Treatment Effect Inference in Healthcare Processes. ICPM Workshops 2021: 327-339
2020
[j7]
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Niels Martin, Jochen De Weerdt, Carlos Fernández-Llatas, Avigdor Gal, Roberto Gatta, Gema Ibáñez, Owen A. Johnson, Felix Mannhardt, Luis Marco-Ruiz, Steven Mertens, Jorge Munoz-Gama, Fernando Seoane, Jan Vanthienen, Moe Thandar Wynn, David Baltar Boilève, Jochen Bergs, Mieke Joosten-Melis, Stijn Schretlen, Bram B. Van Acker:
Recommendations for enhancing the usability and understandability of process mining in healthcare. Artif. Intell. Medicine 109: 101962 (2020)
[j6]
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Niels Martin, Benoît Depaire, An Caris, Dimitri Schepers:
Retrieving the resource availability calendars of a process from an event log. Inf. Syst. 88 (2020)
[j5]
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Jorge Munoz-Gama, Niels Martin, Carlos Fernández-Llatas, Owen A. Johnson, Marcos Sepúlveda:
Innovative informatics methods for process mining in health care. J. Biomed. Informatics 109: 103551 (2020)
[c16]
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Gert Janssenswillen, Felix Mannhardt, Mathijs Creemers, Benoît Depaire, Mieke Jans, Leen Jooken, Niels Martin, Greg Van Houdt:
Extensions to the bupaR Ecosystem: An Overview. ICPM Doctoral Consortium / Tools 2020: 43-46
[c15]
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Greg Van Houdt, Benoît Depaire, Niels Martin:
Unsupervised Event Abstraction in a Process Mining Context: A Benchmark Study. ICPM Workshops 2020: 82-93
[c14]
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Gerhardus van Hulzen, Niels Martin, Benoît Depaire:
The Need for Interactive Data-Driven Process Simulation in Healthcare: A Case Study. ICPM Workshops 2020: 317-329

2010 – 2019

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2019
[j4]
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Lien Vanbrabant, Niels Martin, Katrien Ramaekers, Kris Braekers:
Quality of input data in emergency department simulations: Framework and assessment techniques. Simul. Model. Pract. Theory 91: 83-101 (2019)
[c13]
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Niels Martin, Antonio Martinez-Millana, Bernardo Valdivieso, Carlos Fernández-Llatas:
Interactive Data Cleaning for Process Mining: A Case Study of an Outpatient Clinic's Appointment System. Business Process Management Workshops 2019: 532-544
[r1]
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Benoît Depaire, Niels Martin:
Data-Driven Process Simulation. Encyclopedia of Big Data Technologies 2019
2018
[j3]
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Luise Pufahl, Niels Martin:
Batching vs. Non-batching in Business Processes. EMISA Forum 38(1): 116-120 (2018)
[c12]
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Niels Martin:
Using Event Log Knowledge to Support Business Process Simulation Model Construction. BPM (Dissertation/Demos/Industry) 2018: 31-35
[c11]
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Niels Martin:
Using Indoor Location System Data to Enhance the Quality of Healthcare Event Logs: Opportunities and Challenges. Business Process Management Workshops 2018: 226-238
[c10]
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Luise Pufahl, Niels Martin:
Batching vs. Non-batching in Business Processes. EMISA 2018: 41-45
[c9]
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Niels Martin, Benoît Depaire, An Caris:
A synthesized method for Conducting a Business Process simulation Study. WSC 2018: 276-290
[c8]
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Niels Martin:
Bringing Students to Practice: Performing a Real-Life simulation Study in an introductory simulation Course. WSC 2018: 4014-4025
2017
[j2]
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Niels Martin, Marijke Swennen, Benoît Depaire, Mieke Jans, An Caris, Koen Vanhoof:
Retrieving batch organisation of work insights from event logs. Decis. Support Syst. 100: 119-128 (2017)
2016
[j1]
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Niels Martin, Benoît Depaire, An Caris:
The Use of Process Mining in Business Process Simulation Model Construction - Structuring the Field. Bus. Inf. Syst. Eng. 58(1): 73-87 (2016)
[c7]
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Niels Martin, Frank Bax, Benoît Depaire, An Caris:
Retrieving Resource Availability Insights from Event Logs. EDOC 2016: 1-10
[c6]
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Marijke Swennen, Niels Martin, Gert Janssenswillen, Mieke Jans, Benoît Depaire, An Caris, Koen Vanhoof:
Capturing Resource Behaviour From Event Logs. SIMPDA 2016: 130-134
2015
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Niels Martin, Benoît Depaire, An Caris:
Using Event Logs to Model Interarrival Times in Business Process Simulation. Business Process Management Workshops 2015: 255-267
[c4]
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Niels Martin, Marijke Swennen, Benoît Depaire, Mieke Jans, An Caris, Koen Vanhoof:
Batch Processing: Definition and Event Log Identification. SIMPDA 2015: 137-140
[c3]
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Niels Martin, Benoît Depaire, An Caris:
Using process mining to model interarrival times: investigating the sensitivity of the arpra framework. WSC 2015: 868-879
2014
[c2]
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Niels Martin, Benoît Depaire, An Caris:
The use of process mining in a business process simulation context: Overview and challenges. CIDM 2014: 381-388
[c1]
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Niels Martin, Benoît Depaire, An Caris:
Event log knowledge as a complementary simulation model construction input. SIMULTECH 2014: 456-462

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