Carlos Fernandez-Llatas
Researcher at Karolinska Institutet (CLINTEC), working on interactive process mining and data-driven modelling of healthcare processes and human behaviour
About me
I have been working on the design and development of intelligent systems for healthcare since 1999, driven by a long-standing interest in using technology to better understand and improve real clinical practice. My research focuses on Interactive Process Mining and process-oriented data science techniques to analyse, represent, and manage complex healthcare processes, as well as to model healthcare pathways and human behaviour using real-world data. A central aim of my work is to make data-driven models more interpretable, usable, and meaningful for clinicians, managers, and researchers by combining interactive methods with domain knowledge.
I am Deputy Director of the SABIEN Group at the ITACA Institute, Universitat Politècnica de València (Spain), and a Researcher at the Department of Clinical Science, Intervention and Technology (CLINTEC) at Karolinska Institutet (Sweden). I also collaborate with the Spanish national Primary Care society SEMERGEN in the area of clinical management and quality of care.
I hold a PhD in Computer Science, with a specialization in Pattern Recognition and Artificial Intelligence, from the Universitat Politècnica de València. Over the years, I have participated in more than 60 European and national research projects, funded by the IV to VII European Framework Programmes, H2020, Horizon Europe, and Spanish public research schemes, and have authored over 100 scientific publications.
I regularly contribute to the scientific community as a conference organizer and program committee member, and I am the founder and a member of the Steering Committee of the Process Oriented Data Science for Healthcare Alliance, the main academic society focused on process mining in healthcare, in collaboration with the IEEE Task Force on Process Mining. I also serve as a reviewer and editor for several international journals in Bioengineering and Medical Informatics.
Articles
- Journal article: JOURNAL OF INTELLIGENT INFORMATION SYSTEMS. 2026;64(3):965-988Fernandez-Llatas C; Burattin A
- Article: SCIENTIFIC REPORTS. 2025;15(1):35577Chen K; Abtahi F; Fernandez-Llatas C; Xu H; Seoane F
- Journal article: SENSORS. 2025;25(18):5619Shirali M; Ahmadi Z; Bayo-Monton JL; Valero-Ramon Z; Fernandez-Llatas C
- Journal article: JOURNAL OF BIOMEDICAL INFORMATICS. 2025;168:104862Fernandez-Llatas C; Martinez-Salvador B; Marcos M
- Journal article: APPLIED SCIENCES-BASEL. 2025;15(13):7367Celda-Moret A; Ibanez-Sanchez G; Garijo J; Pop-Llut M; Faus-Lluquet M; Fernandez-Llatas C
- Journal article: SENSORS. 2025;25(7):2097Valero-Ramon Z; Ibanez-Sanchez G; Martinez-Millana A; Fernandez-Llatas C
- Journal article: ACM TRANSACTIONS ON INTERNET OF THINGS. 2024;5(4):1-30Shirali M; Ahmadi Z; Fernandez-Llatas C; Bayo-Monton J-L; Di Federico G
- Article: SCIENTIFIC REPORTS. 2024;14(1):27997Chen K; Abtahi F; Carrero J-J; Fernandez-Llatas C; Xu H; Seoane F
- Article: BIOMEDICINES. 2024;12(6):1362Chen K; Abtahi F; Xu H; Fernandez-Llatas C; Carrero J-J; Seoane F
- Journal article: INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS. 2024;184:105377Marco-Ruiz L; Hernandez MAT; Ngo PD; Makhlysheva A; Svenning TO; Dyb K; Chomutare T; Llatas CF; Munoz-Gama J; Tayefi M
- Journal article: ARTIFICIAL INTELLIGENCE IN MEDICINE. 2023;144:102645Chen K; Abtahi F; Carrero J-J; Fernandez-Llatas C; Seoane F
- Article: PLOS ONE. 2023;18(8):e0290372Fernandez EI; Llatas CF; Valera AJJ; Breis JTF; Martinez FS
- Journal article: ANNALS OF THE RHEUMATIC DISEASES. 2023;82:2043Madrid Garcia A; Bayo-Monton JL; Estevez-Munoz JC; Ibanez-Sanchez G; Lopiz-Morales Y; Fernandez-Llatas C; Rodriguez Rodriguez L
- Article: FRONTIERS IN ONCOLOGY. 2023;12:1043411Valero-Ramon Z; Fernandez-Llatas C; Collantes G; Valdivieso B; Billis A; Bamidis P; Traver V
- Journal article: DIGITAL HEALTH. 2023;9:20552076221144210Borges-Rosa J; Oliveira-Santos M; Simoes M; Carvalho P; Ibanez-Sanchez G; Fernandez-Llatas C; Costa M; Monteiro S; Goncalves L
- Article: JOURNAL OF BIOMEDICAL INFORMATICS. 2022;127:103994Munoz-Gama J; Martin N; Fernandez-Llatas C; Johnson OA; Sepulveda M; Helm E; Galvez-Yanjari V; Rojas E; Martinez-Millana A; Aloini D; Amantea IA; Andrews R; Arias M; Beerepoot I; Benevento E; Burattin A; Capurro D; Carmona J; Comuzzi M; Dalmas B; de la Fuente R; Di Francescomarino C; Di Ciccio C; Gatta R; Ghidini C; Gonzalez-Lopez F; Ibanez-Sanchez G; Klasky HB; Kurniati AP; Lu X; Mannhardt F; Mans R; Marcos M; de Carvalho RM; Pegoraro M; Poon SK; Pufahl L; Reijers HA; Remy S; Rinderle-Ma S; Sacchi L; Seoane F; Song M; Stefanini A; Sulis E; ter Hofstede AHM; Toussaint PJ; Traver V; Valero-Ramon Z; van de Weerd I; van der Aalst WMP; Vanwersch R; Weske M; Wynn MT; Zerbato F
- Journal article: EUROPEAN HEART JOURNAL: DIGITAL HEALTH. 2021;2(4):ztab104.3160Borges-Rosa J; Oliveira-Santos M; Simoes M; Carvalho P; Ibanez-Sanchez G; Fernandez-Llatas C; Costa M; Monteiro S; Goncalves L; Syndromes PROAC
- Journal article: EUROPEAN HEART JOURNAL. 2021;42(Supplement_1):ehab724.3160Borges-Rosa J; Oliveira-Santos M; Simoes M; Carvalho P; Ibanez-Sanchez G; Fernandez-Llatas C; Costa M; Monteiro S; Goncalves L; Syndromes PROAC
- Article: SENSORS. 2020;20(24):E7167-7167Shirali M; Bayo-Monton J-L; Fernandez-Llatas C; Ghassemian M; Traver Salcedo V
- Journal article: EUROPEAN HEART JOURNAL. 2020;41(Supplement_2):ehaa946.3489Borges-Rosa J; Oliveira-Santos M; Simoes M; Teixeira C; Ibanez-Sanchez G; Fernandez-Llatas C; Monteiro S; Carvalho P; Goncalves L
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All other publications
- Preprint: ARXIV. 2025Shirali M; Ahmadi Z; Bayo-Monton J-L; Valero-Ramon Z; Fernandez-Llatas C
- Book chapter: PROCESS MINING WORKSHOPS: LECTURE NOTES IN BUSINESS INFORMATION PROCESSING. 2025;p. 434-446Bayo-Montón JL; Martínez-Salvador B; Fernández-Llatas C; Marcos M
- Book chapter: ARTIFICIAL INTELLIGENCE IN MEDICINE: LECTURE NOTES IN COMPUTER SCIENCE. 2025;p. 294-299Nucciarelli L; Gatta R; Tudor AM; Tavazzi E; Arcuri G; Vallati M; Ibanez-Sanchez G; Valero-Ramon Z; Llatas CF; Damiani A
- Preprint: ARXIV. 2024Rad MF; Roudposhti KK; Khoobkar MH; Shirali M; Ahmadi Z; Fernandez-Llatas C
- Preprint: ARXIV. 2024A process mining-based error correction approach to improve data quality of an IoT-sourced event logShirali M; Ahmadi Z; Fernández-Llatas C; Bayo-Monton J-L; Di Federico G
- Preprint: RESEARCH SQUARE. 2024Eguia H; Sánchez-Bocanegra C; Fernandez-Llatas C; Alvarez-López F; Saigí-Rubió F
- Book chapter: EXPLAINABLE ARTIFICIAL INTELLIGENCE AND PROCESS MINING APPLICATIONS FOR HEALTHCARE: COMMUNICATIONS IN COMPUTER AND INFORMATION SCIENCE. 2024;p. 118-130Valero-Ramon Z; Fernandez-Llatas C; Collantes G; Valdivieso B; Traver V
- Book chapter: EXPLAINABLE ARTIFICIAL INTELLIGENCE AND PROCESS MINING APPLICATIONS FOR HEALTHCARE: COMMUNICATIONS IN COMPUTER AND INFORMATION SCIENCE. 2024;p. 107-117Tornero-Costa R; Fernandez-Llatas C; Martin N; Janssenswillen G; van Hulzen GAWM
- Book chapter: EXPLAINABLE ARTIFICIAL INTELLIGENCE AND PROCESS MINING APPLICATIONS FOR HEALTHCARE: COMMUNICATIONS IN COMPUTER AND INFORMATION SCIENCE. 2024;p. 75-86Ibanez-Sanchez G; Fernandez-Llatas C; Valero-Ramon Z; Bayo-Monton JL
- Book chapter: PROCESS MINING WORKSHOPS: LECTURE NOTES IN BUSINESS INFORMATION PROCESSING. 2024;p. 223-234Di Federico G; Fernández-Llatas C; Ahmadi Z; Shirali M; Burattin A
- Book chapter: PROCESS MINING WORKSHOPS: LECTURE NOTES IN BUSINESS INFORMATION PROCESSING. 2024;p. 247-258Fernandez-Llatas C; Burattin A
- Book chapter: PROCESS MINING WORKSHOPS: LECTURE NOTES IN BUSINESS INFORMATION PROCESSING. 2024;p. 309-320Savino M; Fernandez-Llatas C; Gatta R; Chiloiro G; Di Franco S; Ibanez-Sanchez G; Valero-Ramon Z; Gambacorta MA; Valentini V; Damiani A
- Editorial: FRONTIERS IN ONCOLOGY. 2023;13:1298446Fernandez-Llatas C; Gatta R; Seoane F; Valentini V
- Review: ARTIFICIAL INTELLIGENCE IN MEDICINE. 2023;144:102645Chen K; Abtahi F; Carrero J-J; Fernandez-Llatas C; Seoane F
- Book chapter: STUDIES IN HEALTH TECHNOLOGY AND INFORMATICS. 2023;p. 641-645Denecke K; von Kaenel F; Miletic M; Fernández-Llatas C; Ibañez-Sánchez G; Valero-Ramón Z; Martînez-Millana A; Segura M; Rivera Romero O
- Book chapter: ARTIFICIAL INTELLIGENCE IN MEDICINE: LECTURE NOTES IN COMPUTER SCIENCE. 2023;p. 352-356Miñarro-Giménez JA; Fernández-Llatas C; Martínez-Salvador B; Martínez-Costa C; Marcos M; Fernández-Breis JT
- Editorial: JOURNAL OF BIOMEDICAL INFORMATICS. 2022;134:104203Munoz-Gama J; Martin N; Fernandez-Llatas C; Johnson OA; Sepulveda M
- Book chapter: SEMANTIC INTEROPERABILITY ISSUES, SOLUTIONS, CHALLENGES. 2022;p. 3-5Pileggi SF; Fernandez-Llatas C
- Editorial: INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH. 2022;19(14):8427Fernandez-Llatas C; Martin N; Johnson O; Sepulveda M; Helm E; Munoz-Gama J
- Book chapter: PROCESS MINING WORKSHOPS: LECTURE NOTES IN BUSINESS INFORMATION PROCESSING. 2022;p. 340-351Lull JJ; Cid-Menéndez A; Ibanez-Sanchez G; Sanchez PL; Bayo-Monton JL; Traver V; Fernandez-Llatas C
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