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Jorge Muñoz Gama

Associate Professor

PONTIFICIA UNIVERSIDAD CATOLICA DE CHILE

Macul, Chile

Process Mining, Business Process Management

Doctorado en Computación, UNIVERSIDAD POLITECNICA DE CATALUNA. España, 2014
Master en Computación, UNIVERSIDAD POLITECNICA DE CATALUNA. España, 2010
Ingeniería en Informática, UNIVERSIDAD POLITECNICA DE CATALUNA. España, 2009

Assistant Professor Full Time

PONTIFICIA UNIVERSIDAD CATOLICA DE CHILE

Faculty of Engineering

Chile

2015 - 2019
Associate Profesor Full Time

PONTIFICIA UNIVERSIDAD CATOLICA DE CHILE

Faculty of Engineering

Chile

2019 - A la fecha


A Domain-Driven Framework to Analyze Learning Dynamics in MOOCs through Event Abstraction Hidalgo, Luciano; Munoz-Gama, Jorge Article ISI APPLIED SCIENCES-BASEL (2023)
ProDeM: A Process-Oriented Delphi Method for systematic asynchronous and consensual surgical process modelling Gonzalez-Lopez, Fernanda; Martin, Niels; de la Fuente, Rene; Galvez-Yanjari, Victor; Guzman, Javiera; Kattan, Eduardo; Sepulveda, Marcos; Munoz-Gama, Jorge Article ISI ARTIFICIAL INTELLIGENCE IN MEDICINE (2023)
The Sequence of Steps: A Key Concept Missing in Surgical Training-A Systematic Review and Recommendations to Include It Galvez-Yanjari, Victor; de la Fuente, Rene; Munoz-Gama, Jorge; Sepulveda, Marcos Article ISI International Journal of Environmental Research and Public Health (2023)
Towards the Application of Process Mining in the Mining Industry-An LHD Maintenance Process Optimization Case Study Velasquez, Nicolas; Anani, Angelina; Munoz-Gama, Jorge; Pascual, Rodrigo Article ISI SUSTAINABILITY (2023)
Building Process-Oriented Data Science Solutions for Real-World Healthcare Fernandez-Llatas, Carlos; Martin, Niels; Johnson, Owen; Sepulveda, Marcos; Helm, Emmanuel; Munoz-Gama, Jorge Article ISI International Journal of Environmental Research and Public Health (2022)
Domain Model Based Design of Business Process Architectures Gonzalez-Lopez, Fernanda; Bustos, Guillermo; Munoz-Gama, Jorge; Sepulveda, Marcos Article ISI APPLIED SCIENCES-BASEL (2022)
Innovative informatics methods for process mining in health care Munoz-Gama, Jorge; Martin, Niels; Fernandez-Llatas, Carlos; Johnson, Owen A.; Sepulveda, Marcos Article ISI JOURNAL OF BIOMEDICAL INFORMATICS (2022)
Process mining for healthcare: Characteristics and challenges Munoz-Gama, Jorge; Martin, Niels; Fernandez-Llatas, Carlos; Johnson, Owen A.; Sepulveda, Marcos; Helm, Emmanuel; Galvez-Yanjari, Victor; Rojas, Eric; Martinez-Millana, Antonio; Aloini, Davide; Amantea, Ilaria Angela; Andrews, Robert; Arias, Michael; Beerepoot, Iris; Benevento, Elisabetta; Burattin, Andrea; Capurro, Daniel; Carmona, Josep; Comuzzi, Marco; Dalmas, Benjamin; de la Fuente, Rene; Di Francescomarino, Chiara; Di Ciccio, Claudio; Gatta, Roberto; Ghidini, Chiara; Gonzalez-Lopez, Fernanda; Ibanez-Sanchez, Gema; Klasky, Hilda B.; Kurniati, Angelina Prima; Lu, Xixi; Mannhardt, Felix; Mans, Ronny; Marcos, Mar; de Carvalho, Renata Medeiros; Pegoraro, Marco; Poon, Simon K.; Pufahl, Luise; Reijers, Hajo A.; Remy, Simon; Rinderle-Ma, Stefanie; Sacchi, Lucia; Seoane, Fernando; Song, Minseok; Stefanini, Alessandro; Sulis, Emilio; ter Hofstede, Arthur H. M.; Toussaint, Pieter J.; Traver, Vicente; Valero-Ramon, Zoe; van de Weerd, Inge; van der Aalst, Wil M. P.; Vanwersch, Rob; Weske, Mathias; Wynn, Moe Thandar; Zerbato, Francesca Article ISI JOURNAL OF BIOMEDICAL INFORMATICS (2022)
Process-oriented metrics to provide feedback and assess the performance of students who are learning surgical procedures: The percutaneous dilatational tracheostomy case Jose Martinez, Juan; Galvez-Yanjari, Victor; de la Fuente, Rene; Kychenthal, Catalina; Kattan, Eduardo; Bravo, Sebastian; Munoz-Gama, Jorge; Sepulveda, Marcos Article ISI MEDICAL TEACHER (2022)
A Real-world Approach to Motivate Students on the First Class of a Computer Science Course Bellino, Alessio; Herskovic, Valeria; Hund, Michael; Munoz-Gama, Jorge Article ISI ACM TRANSACTIONS ON COMPUTING EDUCATION (2021)
Backpack Process Model (BPPM): A Process Mining Approach for Curricular Analytics Salazar-Fernandez, Juan Pablo; Munoz-Gama, Jorge; Maldonado-Mahauad, Jorge; Bustamante, Diego; Sepulveda, Marcos Article ISI APPLIED SCIENCES-BASEL (2021)
Case model landscapes: toward an improved representation of knowledge-intensive processes using the fCM-language Gonzalez-Lopez, Fernanda; Pufahl, Luise; Munoz-Gama, Jorge; Herskovic, Valeria; Sepulveda, Marcos Article ISI SOFTWARE AND SYSTEMS MODELING (2021)
Curricular Analytics to Characterize Educational Trajectories in High-Failure Rate Courses That Lead to Late Dropout Salazar-Fernandez, Juan Pablo; Sepulveda, Marcos; Munoz-Gama, Jorge; Nussbaum, Miguel Article ISI APPLIED SCIENCES-BASEL (2021)
Development of a comprehensive Percutaneous Dilatational Tracheostomy process model for procedural training: A Delphi-based experts consensus de la Fuente, Rene; Kattan, Eduardo; Munoz-Gama, Jorge; Puente, Ignacio; Navarrete, Matias; Kychenthal, Catalina; Fuentes, Ricardo; Bravo, Sebastian; Galvez, Victor; Sepulveda, Marcos Article ISI ACTA ANAESTHESIOLOGICA SCANDINAVICA (2021)
Orientation and conformance: A HMM-based approach to online conformance checking Lee, Wai Lam Jonathan; Burattin, Andrea; Munoz-Gama, Jorge; Sepulveda, Marcos Article ISI INFORMATION SYSTEMS (2021)
Simulation-Based Mastery Learning of Bronchoscopy-Guided Percutaneous Dilatational Tracheostomy Competency Acquisition and Skills Transfer to a Cadaveric Model Kattan, Eduardo; de la Fuente, Rene; Putz, Francisca; Vera, Magdalena; Corvetto, Marcia; Inzunza, Oscar; Achurra, Pablo; Inzunza, Martin; Munoz-Gama, Jorge; Sepulveda, Marcos; Galvez, Victor; Pavez, Nicolas; Retamal, Jaime.; Bravo, Sebastian Article ISI SIMULATION IN HEALTHCARE-JOURNAL OF THE SOCIETY FOR SIMULATION IN HEALTHCARE (2021)
Delphi Method to Achieve Clinical Consensus for a BPMN Representation of the Central Venous Access Placement for Training Purposes de la Fuente, Rene; Fuentes, Ricardo; Munoz-Gama, Jorge; Dagnino, Jorge; Sepúlveda, Marcos Article Index: ISI International Journal of Environmental Research and Public Health (2020)
Mapping the Patient's Journey in Healthcare through Process Mining Arias, Michael; Rojas, Eric; Aguirre, Santiago; Cornejo, Felipe; Munoz-Gama, Jorge; Sepulveda, Marcos; Capurro, daniel Article ISI International Journal of Environmental Research and Public Health (2020)
Process-Oriented Instrument and Taxonomy for Teaching Surgical Procedures in Medical Training: The Ultrasound-Guided Insertion of Central Venous Catheter Galvez, Victor; de la Fuente, Rene; Meneses, Cesar; Leiva, Luis; Fagalde, Gonzalo; Herskovic, Valeria; Fuentes, Ricardo; Munoz-Gama, Jorge; Sepúlveda, Marcos Article Index: ISI International Journal of Environmental Research and Public Health (2020)
Recommendations for enhancing the usability and understandability of process mining in healthcare Martin, Niels; De Weerdt, Jochen; Fernandez-Llatas, Carlos; Gal, Avigdor; Gatta, Roberto; Ibanez, Gema; Johnson, Owen; Mannhardt, Felix; Marco-Ruiz, Luis; Mertens, Steven; Munoz-Gama, Jorge; Seoane, Fernando; Vanthienen, Jan; Wynn, Moe Thandar; Boileve, David Baltar; Bergs, Jochen; Joosten-Melis, Mieke; Schretlen, Stijn; Van Acker, Bart Article ISI ARTIFICIAL INTELLIGENCE IN MEDICINE (2020)
What Role Can Process Mining Play in Recurrent Clinical Guidelines Issues? A Position Paper Gatta, Roberto; Vallati, Mauro; Fernandez-Llatas, Carlos; Martinez-Millana, Antonio; Orini, Stefania; Sacchi, Lucia; Lenkowicz, Jacopo; Marcos, Mar; Munoz-Gama, Jorge; Cuendet, Michel A.; de Bari, Berardino; Marco-Ruiz, Luis; Stefanini, Alessandro; Valero-Ramon, Zoe; Michielin, Olivier; Lapinskas, Tomas; Montvila, Antanas; Martin, Niels; Tavazzi, Erica; Castellano, Maurizio Article ISI International Journal of Environmental Research and Public Health (2020)
Conformance checking in UML artifact-centric business process models Estanol, M; Munoz-Gama, J; Carmona, J; Teniente, E Article ISI SOFTWARE AND SYSTEMS MODELING (2019)
Control-flow analysis of procedural skills competencies in medical training through process mining De La Fuente R.; Fuentes R.; Munoz-Gama J.; Riquelme A.; Altermatt F.R.; Pedemonte J.; Corvetto M.; SepÃºlveda M. Article ISI SCOPUS POSTGRADUATE MEDICAL JOURNAL (2019)
Individual Behavior Modeling with Sensors Using Process Mining Dogan O.; Martinez-Millana A.; Rojas E.; SepÃºlveda M.; Munoz-Gama J.; Traver V.; Fernandez-Llatas C. Article ISI SCOPUS ELECTRONICS (2019)
Performance Analysis of Emergency Room Episodes Through Process Mining Rojas E.; Cifuentes A.; Burattin A.; Munoz-Gama J.; SepÃºlveda M.; Capurro D. Article ISI SCOPUS International #Journal of Environmental Research and Public Health (2019)
Process-Oriented Feedback through Process Mining for Surgical Procedures in Medical Training: The Ultrasound-Guided Central Venous Catheter Placement Case Lira, Ricardo; Salas-Morales, Juan; Leiva, Luis; de la Fuente, Rene; Fuentes, Ricardo; Delfino, Alejandro; Hurtado Nazal, Claudia; Sepulveda, Marcos; Arias, Michael; Herskovic, Valeria; Munoz-Gama, Jorge Article ISI SCOPUS International #Journal of Environmental Research and Public Health (2019)
Toward Value-Based Healthcare through Interactive Process Mining in Emergency Rooms: The Stroke Case Ibanez-Sanchez G.; Fernandez-Llatas C.; Martinez-Millana A.; Celda A.; Mandingorra J.; Aparici-Tortajada L.; Valero-Ramon Z.; Munoz-Gama J.; SepÃºlveda M.; Rojas E.; GÃ¡lvez V.; Capurro D.; Traver V. Article ISI SCOPUS International #Journal of Environmental Research and Public Health (2019)
Discovering role interaction models in the Emergency Room using Process Mining Alvarez, Camilo; rojas, eric; Arias, Michael; Munoz-Gama, Jorge; Sepulveda, Marcos; Herskovic, Valeria; Capurro, daniel Article ISI SCOPUS JOURNAL OF BIOMEDICAL INFORMATICS (2018)
Human resource allocation or recommendation based on multi-factor criteria in on-demand and batch scenarios Arias, M; Munoz-Gama, J; Sepulveda, M; Miranda, JC Article ISI SCOPUS EUROPEAN JOURNAL OF INDUSTRIAL ENGINEERING (2018)
Mining theory-based patterns from Big data: Identifying self-regulated learning strategies in Massive Open Online Courses Maldonado-Mahauad, J; Perez-Sanagustin, M; Kizilcec, RF; Morales, N; Munoz-Gama, J Article ISI SCOPUS COMPUTERS IN HUMAN BEHAVIOR (2018)
Predicting process behavior meets factorization machines Lee, WLJ; Parra, D; Munoz-Gama, J; Sepulveda, M Article ISI SCOPUS EXPERT SYSTEMS WITH APPLICATIONS (2018)
Recomposing conformance: Closing the circle on decomposed alignment-based conformance checking in process mining Lee, WLJ; Verbeek, HMW; Munoz-Gama, J; van der Aalst, WMP; Sepulveda, M Article ISI SCOPUS INFORMATION SCIENCES (2018)
Divide and Conquer: A Tool Framework for Supporting Decomposed Discovery in Process Mining Verbeek, H.M.W.; van der Aalst, W.M.P.; Munoz-Gama, J. Article COMPUTER JOURNAL (2017)
Question-Driven Methodology for Analyzing Emergency Room Processes Using Process Mining Rojas, E; Sepulveda, M; Munoz-Gama, J; Capurro, D; Traver, V; Fernandez-Llatas, C Article ISI SCOPUS APPLIED SCIENCES-BASEL (2017)
Strategies to Automatically Derive a Process Model from a Configurable Process Model Based on Event Data Arriagada-Benitez, M; Sepulveda, M; Munoz-Gama, J; Buijs, JCAM Article ISI SCOPUS APPLIED SCIENCES-BASEL (2017)
A Framework for Recommending Resource Allocation based on Process Mining Arias, Michael; Rojas, Rojas; Munoz-Gama, Jorge; Sepúlveda, Marcos Article Lecture Notes in Business Information Processing (2016)
Measuring precision of modeled behavior Adriansyah, Arya; Munoz-Gama, Jorge; Carmona, Josep; van Dongen, Boudewijn F.; van der Aalst, Wil M. P. Article Information Systems and E-Business Management (2015)
Decomposing alignment-based conformance checking of data-aware process models de Leoni, Massimiliano; Munoz-Gama, Jorge; Carmona, Josep; van der Aalst, Wil M.P. Article Lecture Notes in Computer Science (2014)
Event-based real-time decomposed conformance analysis Vanden Broucke, S.K.L.M; Munoz-Gama, Jorge; Carmona, Josep; Baesens, Bart; Vanthienen, Jan Article Lecture Notes in Computer Science (2014)
Single-Entry Single-Exit decomposed conformance checking Munoz-Gama, Jorge; Carmona, Josep; van der Aalst, Wil M. P. Article INFORMATION SYSTEMS (2014)
Alignment based precision checking Adriansyah, Arya; Munoz-Gama, Jorge; Carmona, Josep; van Dongen, Boudewijn F.; van der Aalst, Wil M. P. Article Lecture Notes in Business Information Processing (2013)
Conformance Checking in the Large: Partitioning and Topology Munoz-Gama, Jorge; Carmona, Josep; van der Aalst, Wil M.P. Article Lecture Notes in Computer Science (2013)
Hierarchical conformance checking of process models based on event logs Munoz-Gama, Jorge; Carmona, Josep; van Der Aalst, Wil M.P. Article Lecture Notes in Computer Science (2013)
A General Framework for Precision Checking Munoz-Gama, Jorge; Carmona, Josep Article International Journal of Innovative Computing, Information and Control (2012)
Insuring Sensitive Processes through Process Mining Munoz-Gama, Jorge; Echizen, Isao Article IEEE Computer Society (2012)
Process Mining Manifesto van der Aalst, Wil M.P. et al. Article Lecture Notes in Business Information Processing (2012)
Enhancing precision in Process Conformance: Stability, confidence and severity Munoz-Gama, Jorge; Carmona, Josep; Article IEEE Symposium Series on Computational Intelligence (2011)
A Fresh Look at Precision in Process Conformance Munoz-Gama, Jorge; Carmona, Josep Article Lecture Notes in Computer Science (2010)


A Framework for Recommending Resource Allocation Based on Process Mining Arias, M; Rojas, E; Munoz-Gama, J; Sepulveda, M ConferencePaper ISI SCOPUS DECISION SUPPORT SYSTEMS VI - ADDRESSING SUSTAINABILITY AND SOCIETAL CHALLENGES (2016)
Business Process Analysis in Advertising: an Extension to a Methodology Based on Process Mining Projects Osses, AS; Arias, M; Da Silva, LQ; Rojas, E; Cobo, BF; Munoz-Gama, J; Fernadez, MS ConferencePaper ISI 2020 39TH INTERNATIONAL CONFERENCE OF THE CHILEAN COMPUTER SCIENCE SOCIETY (SCCC) (2016)
Exploring Differences in How Learners Navigate in MOOCs Based on Self-Regulated Learning and Learning Styles A Process Mining Approach Maldonado, JJ; Palta, R; Vazquez, J; Bermeo, JL; Perez-Sanagustin, M; Munoz-Gama, J ConferencePaper ISI PROCEEDINGS OF THE 2016 XLII LATIN AMERICAN COMPUTING CONFERENCE (CLEI) (2016)


Modeling and Extracting Educational Trajectories from Student Data using Process Mining SepÚlveda, Marcos Ernesto Proyecto (2020)
Chile-Europe Research Network for the Advancement of Process Mining in Healthcare PCI (REDI170136) Proyecto 2018-2020 Inv. Principal
Improving user experience with wearables for elderly adults with low digital skills FONDECYT (1181162) Proyecto 2018-2021 Coinvestigador(a)
Decomposed Alignment-Based Conformance Checking for Process Mining FONDECYT (11170092) Proyecto 2017-2020 Inv. Principal
Algorísmia, Bioinformàtica, Complexitat i Mètodes Formals Agaur (2014 SGR 1034) Proyecto 2014-2016 Tesista
Minería de procesos=> descubriendo métodos formales para el diseño de sistemas concurrentes Estatal (TIN2011-22484) Proyecto 2012-2013 Tesista
FORMALISM Métodos formales y algoritmos para el diseño de sistemas Estatal (TIN2007-66523) Proyecto 2007-2012 Tesista


Human resource allocation in business process management and process mining: A systematic mapping study Arias, M; Saavedra, R; Marques, MR; Munoz-Gama, J; Sepulveda, M Review ISI SCOPUS MANAGEMENT DECISION (2018)
Process mining in healthcare: A literature review Rojas, E; Munoz-Gama, J; Sepúlveda M.; Capurro, D Review ISI SCOPUS JOURNAL OF BIOMEDICAL INFORMATICS (2016)