Efficient Block Training of Multilayer Perceptrons

@article{NaviaVzquez2000EfficientBT,
  title={Efficient Block Training of Multilayer Perceptrons},
  author={{\'A}ngel Navia-V{\'a}zquez and An{\'i}bal R. Figueiras-Vidal},
  journal={Neural Computation},
  year={2000},
  volume={12},
  pages={1429-1447}
}
The attractive possibility of applying layerwise block training algorithms to multilayer perceptrons MLP, which offers initial advantages in computational effort, is refined in this article by means of introducing a sensitivity correction factor in the formulation. This results in a clear performance advantage, which we verify in several applications. The… CONTINUE READING