189 citations · 468 across the 6 of their papers we have counts for
7 papers
Covid-19 -- A simple statistical model for predicting ICU load in early phases of the disease
Matthias Ritter, Derek V. M. Ott, Friedemann Paul +2
One major bottleneck in the ongoing COVID-19 pandemic is the limited number of critical care beds. Due to the dynamic development of infections and the time lag between when patien…
Uncovering convolutional neural network decisions for diagnosing multiple sclerosis on conventional MRI using layer-wise relevance propagation
Fabian Eitel, Emily Soehler, Judith Bellmann-Strobl +10
Machine learning-based imaging diagnostics has recently reached or even superseded the level of clinical experts in several clinical domains. However, classification decisions of a…
Visualizing Convolutional Networks for MRI-based Diagnosis of Alzheimer's Disease
Johannes Rieke, Fabian Eitel, Martin Weygandt +2
Visualizing and interpreting convolutional neural networks (CNNs) is an important task to increase trust in automatic medical decision making systems. In this study, we train a 3D…
The Same Analysis Approach: Practical protection against the pitfalls of novel neuroimaging analysis methods
Kai Görgen, Martin N. Hebart, Carsten Allefeld +1
Standard neuroimaging data analysis based on traditional principles of experimental design, modelling, and statistical inference is increasingly complemented by novel analysis meth…
Valid population inference for information-based imaging: From the second-level -test to prevalence inference
Carsten Allefeld, Kai Görgen, John-Dylan Haynes
In multivariate pattern analysis of neuroimaging data, 'second-level' inference is often performed by entering classification accuracies into a -test vs chance level across subj…
Searchlight-based multi-voxel pattern analysis of fMRI by cross-validated MANOVA
Carsten Allefeld, John-Dylan Haynes
Multi-voxel pattern analysis (MVPA) is a fruitful and increasingly popular complement to traditional univariate methods of analyzing neuroimaging data. We propose to replace the st…
Sequential dependencies between trials in free choice tasks
Carsten Allefeld, Chun Siong Soon, Carsten Bogler +2
In two previous experiments we investigated the neural precursors of subjects' "free" choices for one of two options (pressing one of two buttons, and choosing between adding and s…