In the Department of Data Science we generate knowledge from data to advance neuroscience and ophthalmology.
01
Kobak, D., Bernaerts, Y., Weis, M. A., Scala, F., Tolias, A. S., & Berens, P.
Sparse reduced-rank regression for exploratory visualisation of paired multivariate data
02
03
Schroeder, C., Oesterle, J., Berens, P., Yoshimatsu, T., & Baden, T.
Distinct synaptic transfer functions in same-type photoreceptors.
04
Karlinsky, A., & Kobak, D.
Tracking excess mortality across countries during the COVID-19 pandemic with the World Mortality Dataset.
05
Kobak, D., & Linderman, G. C.
Initialization is critical for preserving global data structure in both t-SNE and UMAP
06
Baden, T., Euler, T., & Berens, P.
Understanding the retinal basis of vision across species.
07
Schröder, C., Klindt, D., Strauss, S., Franke, K., Bethge, M., Euler, T., & Berens, P.
System identification with biophysical constraints: A circuit model of the inner retina.
08
Oesterle, J., Behrens, C., Schröder, C., Hermann, T., Euler, T., Franke, K., ... & Berens, P.
Bayesian inference for biophysical neuron models enables stimulus optimization for retinal neuroprosthetics
09
Pfau, M., Walther, G., von der Emde, L., Berens, P., Faes, L., Fleckenstein, M., ... & Holz, F. G.
Artificial intelligence in ophthalmology: Guidelines for physicians for the critical evaluation of studies.
10
Ayhan, M. S., Kühlewein, L., Aliyeva, G., Inhoffen, W., Ziemssen, F., & Berens, P.
Expert-validated estimation of diagnostic uncertainty for deep neural networks in diabetic retinopathy detection.
11
Laturnus, S., von Daranyi, A., Huang, Z., & Berens, P.
MorphoPy: A python package for feature extraction of neural morphologies.
12
Yoshimatsu, T., Schröder, C., Nevala, N. E., Berens, P., & Baden, T.
Fovea-like photoreceptor specializations underlie single UV cone driven prey-capture behavior in zebrafish.
13
Szatko, K. P., Korympidou, M. M., Ran, Y., Berens, P., Dalkara, D., Schubert, T., ... & Franke, K.
Neural circuits in the mouse retina support color vision in the upper visual field.
14
Laturnus, S., Kobak, D., & Berens, P.
A systematic evaluation of interneuron morphology representations for cell type discrimination.
15
Ran, Y., Huang, Z., Baden, T., Schubert, T., Baayen, H., Berens, P., ... & Euler, T.
Type-specific dendritic integration in mouse retinal ganglion cells.
16
Höfling, L., Oesterle, J., Berens, P., & Zeck, G