Laboratory for Control, Learning, and Systems Biology

Papers by V. Maillot and E.D. Sontag

1993
  1. ▪F. Albertini, E.D. Sontag, V. Maillot, "Uniqueness of weights for neural networks", In Artificial Neural Networks for Speech and Vision, pp. 115–125, 1993. pdf
    machine learning · artificial intelligence · neural networks · recurrent neural networks
    Abstract

    In this short expository survey, we sketch various known facts about uniqueness of weights in neural networks, including results about recurrent nets, and we provide a new and elementary complex-variable proof of a uniqueness result that applies in the single hidden layer case.