32 citations · 68 across the 18 of their papers we have counts for
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stat.ML2018
Dynamical Isometry is Achieved in Residual Networks in a Universal Way for any Activation Function
Wojciech Tarnowski, Piotr Warchoł, Stanisław Jastrzębski +2
We demonstrate that in residual neural networks (ResNets) dynamical isometry is achievable irrespectively of the activation function used. We do that by deriving, with the help of…
stat.ML2018
ICA based on Split Generalized Gaussian
P. Spurek, P. Rola, J. Tabor +1
Independent Component Analysis (ICA) - one of the basic tools in data analysis - aims to find a coordinate system in which the components of the data are independent. Most popular…
stat.ML2015
Active Function Cross-Entropy Clustering
P. Spurek, J. Tabor, P. Markowicz
Gaussian Mixture Models (GMM) have found many applications in density estimation and data clustering. However, the model does not adapt well to curved and strongly nonlinear data.…