no code implementations • 16 Apr 2016 • Markus Thom, Matthias Rapp, Günther Palm
This theory is applied in an original algorithm called Easy Dictionary Learning (EZDL), which learns dictionaries with a simple and fast-to-compute Hebbian-like learning rule.
no code implementations • 28 Mar 2016 • Markus Thom, Günther Palm
In the theoretical part of this paper, a comprehensive theory for such a projection is developed.
Ranked #57 on Image Classification on MNIST
no code implementations • 17 Nov 2015 • Markus Schneider, Wolfgang Ertel, Günther Palm
In this work we improve the linear computational complexity and show that an $\epsilon$-accurate model can be estimated in constant time, which has significant implications for large-scale learning problems.