dr. ir. F.G. (Daniel) Boon

dr. ir. F.G. (Daniel) Boon

Full Professor
dr. ir. F.G. (Daniel) Boon
  • Datascience

Research Programs

Circulatory Health



I hold the chair Data Science in Healthcare, with a 50/50 joint appointment at the Julius center, UMCU, and the dept of Methodology & Statistics, Utrecht University (Human Data Science group). 

At UMCU, our group works on applications of data science and machine learning techniques to improving health and healthcare. Where needed, we also develop novel methodology on the interface between (computational) stastistics, machine learning, and subject-matter expertise.


Side Activities

Lid Data & Methoden-klankbordgroep Sociaal-Cultureel Planbureau. 2019-heden (onbetaald)

Lid Stichting Eyra Nova scientific board. 2020-heden (onbetaald)

Research Output (9)

Life-threatening ventricular arrhythmia prediction in patients with dilated cardiomyopathy using explainable electrocardiogram-based deep neural networks

Zabihi Sammani Arjan, van de Leur Rutger R, Henkens Michiel T H M, Meine Mathias, Loh Peter, Hassink Rutger J, Oberski Daniel L, Heymans Stephane R B, Doevendans Pieter A, Asselbergs Folkert W, te Riele Anneline S J M, van Es René 1 Jun 2022, In: Europace. 24 , p. 1645-1654 10 p.

Estimating stochastic survey response errors using the multitrait-multierror model

Cernat Alexandru, Oberski Daniel L. Jan 2022, In: Journal of the Royal Statistical Society. Series A: Statistics in Society. 185 , p. 134-155 22 p.

Flexible Extensions to Structural Equation Models Using Computation Graphs

van Kesteren Erik–Jan, Oberski Daniel L. 2022, In: Structural Equation Modeling. 29 , p. 233-247 15 p.

Automatic multilabel detection of ICD10 codes in Dutch cardiology discharge letters using neural networks

Sammani Arjan, Bagheri Ayoub, van der Heijden Peter G.M., te Riele Anneline S.J.M., Baas Annette F., Oosters C. A.J., Oberski Daniel, Asselbergs Folkert W. Dec 2021, In: NPJ DIGITAL MEDICINE. 4 , p. 37

Automatic Prediction of Recurrence of Major Cardiovascular Events:A Text Mining Study Using Chest X-Ray Reports

Bagheri Ayoub, Groenhof T Katrien J, Asselbergs Folkert W, Haitjema Saskia, Bots Michiel L, Veldhuis Wouter B, de Jong Pim A, Oberski Daniel L 9 Jul 2021, In: Journal of healthcare engineering. 2021 11 p.

Propensity score-based analysis of long-term outcome of patients on HeartWare and HeartMate 3 left ventricular assist device support

Numan Lieke, Ramjankhan Faiz Z., Oberski Daniel L., Oerlemans Martinus I.F.J., Aarts Emmeke, Gianoli Monica, Van Der Heijden Joris J., De Jonge Nicolaas, Van Der Kaaij Niels P., Meuwese Christiaan L., Mokhles Mostafa M., Oppelaar Anne Marie, De Waal Eric E.C., Asselbergs Folkert W., Van Laake Linda W. Apr 2021, In: ESC heart failure. 8 , p. 1596-1603 8 p.

ETM:Enrichment by topic modeling for automated clinical sentence classification to detect patients’ disease history

Bagheri Ayoub, Sammani Arjan, van der Heijden Peter G.M., Asselbergs Folkert W., Oberski Daniel L. 1 Oct 2020, In: Journal of Intelligent Information Systems. 55 , p. 329-349 21 p.

Automatic ICD-10 classification of diseases from Dutch discharge letters

Bagheri Ayoub, Sammani Arjan, van der Heijden Peter G.M., Asselbergs Folkert W., Oberski Daniel L. 2020, p. 281-289 9 p.

Problems in detecting misfit of latent class models in diagnostic research without a gold standard were shown

van Smeden Maarten, Oberski Daniel L, Reitsma Johannes B, Vermunt Jeroen K, Moons Karel G M, de Groot JAH Jun 2016, In: Journal of Clinical Epidemiology. 74 , p. 158-166

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