In the Department of Data Science we generate knowledge from data to advance neuroscience and ophthalmology.

01
Huang, Z., Ran, Y., Oesterle, Y., Euler, T., Berens, P.

Estimating smooth and sparse neural receptive fields with a flexible spline basis

Aug 18, 2021 | Neurons, Behavior, Data analysis, and Theory, Vol. 5, Issue 3, 2021
02
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

Aug 07, 2021 | Journal of the Royal Statistical Society Series C: Applied Statistics, 70(4), 980-1000
04
Schroeder, C., Oesterle, J., Berens, P., Yoshimatsu, T., & Baden, T.

Distinct synaptic transfer functions in same-type photoreceptors.

Jul 16, 2021 | Elife, 10, e67851.
06
Kobak, D., & Linderman, G. C.

Initialization is critical for preserving global data structure in both t-SNE and UMAP

Feb 01, 2021 | Nature biotechnology, 39(2), 156-157.
07
Baden, T., Euler, T., & Berens, P.

Understanding the retinal basis of vision across species.

Dec 12, 2020 | Nature Reviews Neuroscience, 21(1), 5-20.
08
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.

Dec 08, 2020 | Advances in Neural Information Processing Systems, 33, 15439-15450.
09
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

Oct 27, 2020 | Elife, 9, e54997.
10
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.

Aug 28, 2020 | Der Ophthalmologe, 117, 973-988.
11
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.

Aug 20, 2020 | Medical image analysis, 64, 101724.
12
Laturnus, S., von Daranyi, A., Huang, Z., & Berens, P.

MorphoPy: A python package for feature extraction of neural morphologies.

Aug 03, 2020 | Journal of Open Source Software, 5(52), 2339.
13
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.

Jul 22, 2020 | Neuron, 107(2), 320-337.
14
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.

Jul 13, 2020 | Nature communications, 11(1), 3481.
15
Laturnus, S., Kobak, D., & Berens, P.

A systematic evaluation of interneuron morphology representations for cell type discrimination.

May 04, 2020 | Neuroinformatics, 18, 591-609.
16
Ran, Y., Huang, Z., Baden, T., Schubert, T., Baayen, H., Berens, P., ... & Euler, T.

Type-specific dendritic integration in mouse retinal ganglion cells.

Apr 30, 2020 | Nature Communications, 11(1), 2101.