Niels Martin

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 42

Top Topics

Simulation Model

Resource Availability

Root Cause Analysis

Top Venues

J. Biomed. Informatics

Artif. Intell. Medicine

Publications

Kanika Goel, Niels Martin, Arthur H. M. ter Hofstede
Demystifying data governance for process mining: Insights from a Delphi study. Inf. Manag. 61 (5) (2024)
Niels Martin, Mathias Weske, Luise Pufahl
Introduction to the Minitrack on Process Mining in Healthcare. HICSS (2024)
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 (2024)
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)
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)
Iris Beerepoot, Niels Martin, Jelmer Jan Koorn
From Insights to INTEL: Evaluating Process Mining Insights with Healthcare Professionals. HICSS (2023)
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) (2023)
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) (2023)
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 (2023)
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 (2022)
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 (2022)
Gerhardus van Hulzen, Niels Martin, Benoît Depaire, Geert Souverijns
Supporting capacity management decisions in healthcare using data-driven process simulation. J. Biomed. Informatics 129 (2022)
Emmelien De Roock, Niels Martin
Process mining in healthcare - An updated perspective on the state of the art. J. Biomed. Informatics 127 (2022)
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)
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)
Niels Martin, Greg Van Houdt, Gert Janssenswillen
DaQAPO: Supporting flexible and fine-grained event log quality assessment. Expert Syst. Appl. 191 (2022)
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 (2022)
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) (2022)
Greg Van Houdt, Benoît Depaire, Niels Martin
Root Cause Analysis in Process Mining with Probabilistic Temporal Logic. ICPM Workshops (2021)
Gerhardus van Hulzen, Niels Martin, Benoît Depaire
Looking Beyond Activity Labels: Mining Context-Aware Resource Profiles Using Activity Instance Archetypes. BPM (Forum) (2021)
Niels Martin, Andreas Solti, Jan Mendling, Benoît Depaire, An Caris
Mining Batch Activation Rules from Event Logs. IEEE Trans. Serv. Comput. 14 (6) (2021)
Sam Verboven, Niels Martin
Combining the Clinical and Operational Perspectives in Heterogeneous Treatment Effect Inference in Healthcare Processes. ICPM Workshops (2021)
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) (2021)
Niels Martin, Luise Pufahl, Felix Mannhardt
Detection of batch activities from event logs. Inf. Syst. 95 (2021)
Niels Martin, Benoît Depaire, An Caris, Dimitri Schepers
Retrieving the resource availability calendars of a process from an event log. Inf. Syst. 88 (2020)
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 (2020)
Gerhardus van Hulzen, Niels Martin, Benoît Depaire
The Need for Interactive Data-Driven Process Simulation in Healthcare: A Case Study. ICPM Workshops (2020)
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 (2020)
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)
Greg Van Houdt, Benoît Depaire, Niels Martin
Unsupervised Event Abstraction in a Process Mining Context: A Benchmark Study. ICPM Workshops (2020)
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)
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 (2019)
Niels Martin, Benoît Depaire, An Caris
A synthesized method for Conducting a Business Process simulation Study. WSC (2018)
Niels Martin
Using Event Log Knowledge to Support Business Process Simulation Model Construction. BPM (Dissertation/Demos/Industry) (2018)
Luise Pufahl, Niels Martin
Batching vs. Non-batching in Business Processes. EMISA (2018)
Niels Martin
Using Indoor Location System Data to Enhance the Quality of Healthcare Event Logs: Opportunities and Challenges. Business Process Management Workshops (2018)
Luise Pufahl, Niels Martin
Batching vs. Non-batching in Business Processes. EMISA Forum 38 (1) (2018)
Niels Martin
Bringing Students to Practice: Performing a Real-Life simulation Study in an introductory simulation Course. WSC (2018)
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 (2017)
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) (2016)
Niels Martin, Frank Bax, Benoît Depaire, An Caris
Retrieving Resource Availability Insights from Event Logs. EDOC (2016)
Marijke Swennen, Niels Martin, Gert Janssenswillen, Mieke Jans, Benoît Depaire, An Caris, Koen Vanhoof
Capturing Resource Behaviour From Event Logs. SIMPDA (2016)
Niels Martin, Benoît Depaire, An Caris
Using Event Logs to Model Interarrival Times in Business Process Simulation. Business Process Management Workshops (2015)
Niels Martin, Benoît Depaire, An Caris
Using process mining to model interarrival times: investigating the sensitivity of the arpra framework. WSC (2015)
Niels Martin, Marijke Swennen, Benoît Depaire, Mieke Jans, An Caris, Koen Vanhoof
Batch Processing: Definition and Event Log Identification. SIMPDA (2015)
Niels Martin, Benoît Depaire, An Caris
The use of process mining in a business process simulation context: Overview and challenges. CIDM (2014)
Niels Martin, Benoît Depaire, An Caris
Event log knowledge as a complementary simulation model construction input. SIMULTECH (2014)