120 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- North-West UniversityZA8 papers
- National Institute for Theoretical PhysicsZA5 papers
- University of Cape TownZA4 papers
- University of KwaZulu-NatalZA4 papers
- University of California, BerkeleyUS3 papers
- Carnegie Mellon UniversityUS2 papers
- Northumbria UniversityGB2 papers
- University of GlasgowGB2 papers
- University of the Western CapeZA2 papers
- Aberystwyth UniversityGB1 paper
- Austrian Academy of SciencesAT1 paper
- Bay Area Environmental Research InstituteUS1 paper
3 papers · 1 filter
Impact of Batch Normalization on Convolutional Network Representations
Hermanus L. Potgieter, Coenraad Mouton, Marelie H. Davel
Batch normalization (BatchNorm) is a popular layer normalization technique used when training deep neural networks. It has been shown to enhance the training speed and accuracy of…
The Missing Margin: How Sample Corruption Affects Distance to the Boundary in ANNs
Marthinus W. Theunissen, Coenraad Mouton, Marelie H. Davel
Classification margins are commonly used to estimate the generalization ability of machine learning models. We present an empirical study of these margins in artificial neural netw…
Exploring layerwise decision making in DNNs
Coenraad Mouton, Marelie H. Davel
While deep neural networks (DNNs) have become a standard architecture for many machine learning tasks, their internal decision-making process and general interpretability is still…