Niels Martin

According to our database, Niels Martin authored at least 47 papers between 2014 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

An empirical evaluation of unsupervised event log abstraction techniques in process mining.

Greg Van Houdt, Massimiliano de Leoni, Niels Martin, Benoît Depaire

Inf. Syst., March, 2024

Demystifying data governance for process mining: Insights from a Delphi study.

Kanika Goel, Niels Martin, Arthur H. M. ter Hofstede

Inf. Manag., 2024

Introduction to the Minitrack on Process Mining in Healthcare.

Niels Martin, Mathias Weske, Luise Pufahl

Proceedings of the 57th Hawaii International Conference on System Sciences, 2024

Process Mining Using Electronic Health Records Data - Quo Vadis? Reflections from Observing Nurses' Activities and Data Registration Behavior.

Niels Martin, Isabeau Gielen, Jochen Bergs

Proceedings of the 57th Hawaii International Conference on System Sciences, 2024

2023

AITIA-PM: Discovering the true causes of events in a process mining context.

Greg Van Houdt, Niels Martin, Benoît Depaire

Eng. Appl. Artif. Intell., November, 2023

Process-Data Quality: The True Frontier of Process Mining.

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

ACM J. Data Inf. Qual., September, 2023

ProDeM: A Process-Oriented Delphi Method for systematic asynchronous and consensual surgical process modelling.

Fernanda Gonzalez-Lopez, Niels Martin, Rene de la Fuente, Victor Galvez-Yanjari, Javiera Guzmán, Eduardo Kattan, Marcos Sepúlveda, Jorge Munoz-Gama

Artif. Intell. Medicine, January, 2023

Using Process Mining to Explore the Impact of Socio-economic Status on the Treatment of Musculoskeletal Disorders - A Case Study.

Ruben Claus, Niels Martin, Esther R. C. Janssen, Gert Janssenswillen, Tim A. E. J. Boymans, Rob J. B. Vanwersch

Proceedings of the Process Mining Workshops, 2023

From Insights to INTEL: Evaluating Process Mining Insights with Healthcare Professionals.

Iris Beerepoot, Niels Martin, Jelmer Jan Koorn

Proceedings of the 56th Hawaii International Conference on System Sciences, 2023

2022

Quality-Informed Process Mining: A Case for Standardised Data Quality Annotations.

Kanika Goel, Sander J. J. Leemans, Niels Martin, Moe Thandar Wynn

ACM Trans. Knowl. Discov. Data, 2022

Process mining in healthcare - An updated perspective on the state of the art.

Emmelien De Roock, Niels Martin

J. Biomed. Informatics, 2022

Process mining for healthcare: Characteristics and challenges.

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

J. Biomed. Informatics, 2022

Supporting capacity management decisions in healthcare using data-driven process simulation.

Gerhardus van Hulzen, Niels Martin, Benoît Depaire, Geert Souverijns

J. Biomed. Informatics, 2022

DaQAPO: Supporting flexible and fine-grained event log quality assessment.

Niels Martin, Greg Van Houdt, Gert Janssenswillen

Expert Syst. Appl., 2022

Mining context-aware resource profiles in the presence of multitasking.

Gerhardus A. W. M. van Hulzen, Chiao-Yun Li, Niels Martin, Sebastiaan J. van Zelst, Benoît Depaire

Artif. Intell. Medicine, 2022

Mining Statistical Relations for Better Decision Making in Healthcare Processes.

Jelmer Jan Koorn, Xixi Lu, Henrik Leopold, Niels Martin, Sam Verboven, Hajo A. Reijers

Proceedings of the 4th International Conference on Process Mining, 2022

Process Analysis with bupaR 0.5.0: What's New? (Extended Abstract).

Gerhardus A. W. M. van Hulzen, Gert Janssenswillen, Niels Martin, Benoît Depaire

Proceedings of the ICPM Doctoral Consortium and Demo Track 2022 co-located with 4th International Conference on Process Mining (ICPM 2022), 2022

Using Process Mining in Healthcare.

Niels Martin, Nils Wittig, Jorge Munoz-Gama

Proceedings of the Process Mining Handbook, 2022

2021

Mining Batch Activation Rules from Event Logs.

Niels Martin, Andreas Solti, Jan Mendling, Benoît Depaire, An Caris

IEEE Trans. Serv. Comput., 2021

Detection of batch activities from event logs.

Niels Martin, Luise Pufahl, Felix Mannhardt

Inf. Syst., 2021

Opportunities and Challenges for Process Mining in Organizations: Results of a Delphi Study.

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

Bus. Inf. Syst. Eng., 2021

Combining the Clinical and Operational Perspectives in Heterogeneous Treatment Effect Inference in Healthcare Processes.

Sam Verboven, Niels Martin

Proceedings of the Process Mining Workshops - ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31, 2021

Root Cause Analysis in Process Mining with Probabilistic Temporal Logic.

Greg Van Houdt, Benoît Depaire, Niels Martin

Proceedings of the Process Mining Workshops - ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31, 2021

Looking Beyond Activity Labels: Mining Context-Aware Resource Profiles Using Activity Instance Archetypes.

Gerhardus van Hulzen, Niels Martin, Benoît Depaire

Proceedings of the Business Process Management Forum, 2021

2020

Innovative informatics methods for process mining in health care.

Jorge Munoz-Gama, Niels Martin, Carlos Fernández-Llatas, Owen A. Johnson, Marcos Sepúlveda

J. Biomed. Informatics, 2020

Retrieving the resource availability calendars of a process from an event log.

Niels Martin, Benoît Depaire, An Caris, Dimitri Schepers

Inf. Syst., 2020

Recommendations for enhancing the usability and understandability of process mining in healthcare.

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

Artif. Intell. Medicine, 2020

Extensions to the bupaR Ecosystem: An Overview.

Gert Janssenswillen, Felix Mannhardt, Mathijs Creemers, Benoît Depaire, Mieke Jans, Leen Jooken, Niels Martin, Greg Van Houdt

Proceedings of the ICPM Doctoral Consortium and Tool Demonstration Track 2020 co-located with the 2nd International Conference on Process Mining (ICPM 2020), 2020

The Need for Interactive Data-Driven Process Simulation in Healthcare: A Case Study.

Gerhardus van Hulzen, Niels Martin, Benoît Depaire

Proceedings of the Process Mining Workshops, 2020

Unsupervised Event Abstraction in a Process Mining Context: A Benchmark Study.

Greg Van Houdt, Benoît Depaire, Niels Martin

Proceedings of the Process Mining Workshops, 2020

2019

Data-Driven Process Simulation.

Benoît Depaire, Niels Martin

Proceedings of the Encyclopedia of Big Data Technologies., 2019

Quality of input data in emergency department simulations: Framework and assessment techniques.

Lien Vanbrabant, Niels Martin, Katrien Ramaekers, Kris Braekers

Simul. Model. Pract. Theory, 2019

Interactive Data Cleaning for Process Mining: A Case Study of an Outpatient Clinic's Appointment System.

Niels Martin, Antonio Martinez-Millana, Bernardo Valdivieso, Carlos Fernández-Llatas

Proceedings of the Business Process Management Workshops, 2019

2018

Batching vs. Non-batching in Business Processes.

Luise Pufahl, Niels Martin

EMISA Forum, 2018

A synthesized method for Conducting a Business Process simulation Study.

Niels Martin, Benoît Depaire, An Caris

Proceedings of the 2018 Winter Simulation Conference, 2018

Bringing Students to Practice: Performing a Real-Life simulation Study in an introductory simulation Course.

Niels Martin

Proceedings of the 2018 Winter Simulation Conference, 2018

Using Indoor Location System Data to Enhance the Quality of Healthcare Event Logs: Opportunities and Challenges.

Niels Martin

Proceedings of the Business Process Management Workshops, 2018

Using Event Log Knowledge to Support Business Process Simulation Model Construction.

Niels Martin

Proceedings of the Dissertation Award, 2018

2017

Retrieving batch organisation of work insights from event logs.

Niels Martin, Marijke Swennen, Benoît Depaire, Mieke Jans, An Caris, Koen Vanhoof

Decis. Support Syst., 2017

2016

The Use of Process Mining in Business Process Simulation Model Construction - Structuring the Field.

Niels Martin, Benoît Depaire, An Caris

Bus. Inf. Syst. Eng., 2016

Capturing Resource Behaviour From Event Logs.

Marijke Swennen, Niels Martin, Gert Janssenswillen, Mieke Jans, Benoît Depaire, An Caris, Koen Vanhoof

Proceedings of the 6th International Symposium on Data-driven Process Discovery and Analysis (SIMPDA 2016), 2016

Retrieving Resource Availability Insights from Event Logs.

Niels Martin, Frank Bax, Benoît Depaire, An Caris

Proceedings of the 20th IEEE International Enterprise Distributed Object Computing Conference, 2016

2015

Using process mining to model interarrival times: investigating the sensitivity of the arpra framework.

Niels Martin, Benoît Depaire, An Caris

Proceedings of the 2015 Winter Simulation Conference, 2015

Batch Processing: Definition and Event Log Identification.

Niels Martin, Marijke Swennen, Benoît Depaire, Mieke Jans, An Caris, Koen Vanhoof

Proceedings of the 5th International Symposium on Data-driven Process Discovery and Analysis (SIMPDA 2015), 2015

Using Event Logs to Model Interarrival Times in Business Process Simulation.

Niels Martin, Benoît Depaire, An Caris

Proceedings of the Business Process Management Workshops - BPM 2015, 13th International Workshops, Innsbruck, Austria, August 31, 2015

2014

Event log knowledge as a complementary simulation model construction input.

Niels Martin, Benoît Depaire, An Caris

Proceedings of the 4th International Conference On Simulation And Modeling Methodologies, 2014

The use of process mining in a business process simulation context: Overview and challenges.

Niels Martin, Benoît Depaire, An Caris

Proceedings of the 2014 IEEE Symposium on Computational Intelligence and Data Mining, 2014