Bidirectional representation and backpropagation learning Conference

Adigun, Olaoluwa, Kosko, Bart. Bidirectional representation and backpropagation learning . 3-9.

cited authors

  • Adigun, Olaoluwa; Kosko, Bart

abstract

  • The backpropagation learning algorithm extends to bidirectional training of multilayer neural networks. The bidirectional operation gives a form of backward chaining. or backward inference from a network output. We first prove that a fixed three-layer network of threshold neurons can exactly represent any finite permutation function and its inverse. The forward pass gives the function value. The backward pass through the same network gives the inverse value. We then derive and test a bidirectional version of the backpropagation algorithm that can learn bidirectional mappings or their approximations.

date/time interval

  • July 25, 2016 -

Location

  • Las Vegas

Conference

  • International Conference on Advances in Big Data Analytics

publisher

  • CSREA Press

start page

  • 3

end page

  • 9