Propagación de errores


  • Rumelhart, D. E., Hinton, G. E. & Williams, R. J. (1986): "Learning internal representations by error propagation." In D. E. Rumelhart & J. L. McClelland (Eds.), Parallel Distributed Processing: Explorations in the Microstructure of Cognition, 1: Foundation (pp. 318–362). Cambridge: MIT Press. URL
  • Werbos, P. J. (1974): "Beyond Regressions: New Tools for Prediction and Analysis in the Behavioral Sciences," PhD Thesis, Harvard University, Cambridge, MA. URL
  • Finnoff, W. (1994): "Diffusion approximations for the constant learning rate backpropagation algorithm and resistance to local minima." Neural Computation, 6(2):285–295. DOI

Propiedades formales de las redes multicapa

  • Xiang, C., Ding, S. Q. & Lee, T. H. (2005): "Geometrical interpretation and architecture selection of MLP." IEEE Transactions on Neural Networks, 16(1):84–96. DOI

Redes con una capa oculta

Redes con dos capas ocultas

  • Chester, D. L. (1990): "Why two hidden layers are better than one." In IJCNN'90 Proceedings of International Joint Conference on Neural Networks, pp. 265–268. Washington DC.
  • J. de Villiers & E. Barnard (1993): "Backpropagation neural nets with one and two hidden layers," IEEE Transactions on Neural Networks, 4(1):136-141, DOI
  • Tamura, S. & Tateishi, M. (1997): "Capabilities of a four-layered feedforward neural network: four layers versus three." IEEE Transactions on Neural Networks, 8(2):251–255. DOI
  • Huang, G. B. (2003): "Learning capability and storage capacity of two-hidden-layer feedforward networks." IEEE Transactions on Neural Networks, 14(2):274–281. DOI