2 citations · 2 across the 1 of their papers we have counts for
4 papers
On the Empirical Neural Tangent Kernel of Standard Finite-Width Convolutional Neural Network Architectures
Maxim Samarin, Volker Roth, David Belius
The Neural Tangent Kernel (NTK) is an important milestone in the ongoing effort to build a theory for deep learning. Its prediction that sufficiently wide neural networks behave as…
Learning Extremal Representations with Deep Archetypal Analysis
Sebastian Mathias Keller, Maxim Samarin, Fabricio Arend Torres +2
Archetypes are typical population representatives in an extremal sense, where typicality is understood as the most extreme manifestation of a trait or feature. In linear feature sp…
Deep Archetypal Analysis
Sebastian Mathias Keller, Maxim Samarin, Mario Wieser +1
"Deep Archetypal Analysis" generates latent representations of high-dimensional datasets in terms of fractions of intuitively understandable basic entities called archetypes. The p…
Computational EEG in Personalized Medicine: A study in Parkinson's Disease
Sebastian Mathias Keller, Maxim Samarin, Antonia Meyer +4
Recordings of electrical brain activity carry information about a person's cognitive health. For recording EEG signals, a very common setting is for a subject to be at rest with it…