dr. Marijn van Wingerden

Expertise

I am interested in applying (deep) machine learning models to questions regarding cognition and health. Projects that I am involved in included a computational psychiatry  with Erasmus MC employing clustering approaches for population cohort, prediction of recovery after trauma in collaboration with ETZ hospital and the Brabant Trauma Registry and prediction of deterioration with the ETZ vitally challenged work group. 

Courses

• Thesis/Data Science in Action
• Bachelorthesis CSAI
• Cognitive Neuroscience
• Research Project and Thesis CSAI

Collaboration

Elizabeth-Tweesteden ziekenhuis

ErasmusMC

Esculine

Recent publications

1. Uncovering psychiatric phenotypes using unsupervised machine learning…

   Hofman, A., Lier, I., Ikram, M. A., van Wingerden, M., & Luik, A. I. (2023). Uncovering psychiatric phenotypes using unsupervised machine learning: A data-driven symptoms approach. European Psychiatry, 1-28.

2. Effect of social instability stress in adolescence or adulthood on se…

   Herlehy, R. A., Lim, S., Murray, S. H., Baumbach, J. L., van Wingerden, M., & McCormick, C. M. (2022). Effect of social instability stress in adolescence or adulthood on sensitivity to sucrose concentration in a social context in male and female Long-Evans rats. Developmental Psychobiology, 64(6), e22293. [e22293].

3. Social anhedonia as a Disrupted-in-Schizophrenia 1-dependent phenotype

   Seidisarouei, M., Schäble, S., van Wingerden, M., Trossbach, S. V., Korth, C., & Kalenscher, T. (2022). Social anhedonia as a Disrupted-in-Schizophrenia 1-dependent phenotype. Scientific Reports, 12(1), 10182. [10182].

4. Clustering of trauma patients based on longitudinal data and the appl…

   Stoitsas, K., Bahulikar, S., de Munter, L., de Jongh, M. A. C., Jansen, M. A. C., Jung, M. M., van Wingerden, M., & Van Deun, K. (2022). Clustering of trauma patients based on longitudinal data and the application of machine learning to predict recovery. Scientific Reports, 12(1), [16990].

5. Anterior cingulate cortex lesions abolish budget effects on effort-ba…

   Hu, Y., van Wingerden, M., Sellitto, M., Schäble, S., & Kalenscher, T. (2021). Anterior cingulate cortex lesions abolish budget effects on effort-based decision-making in rat consumers. Journal of Neuroscience, 41(20), 4448-4460.