Title :
Generalisation in higher order neural networks
Author :
Young, Stephanie ; Downs, T.
Author_Institution :
Dept. of Electr. & Comput. Eng., Queensland Univ., St. Lucia, Qld., Australia
Abstract :
The theory of pac-learning has provided statements about the generalisation capability of linear threshold networks. The Letter presents an extension of this work to higher order threshold neural networks and shows that the generalisation ability of higher order threshold networks can be characterised in the same way as the linear threshold case.
Keywords :
learning (artificial intelligence); neural nets; generalisation capability; linear threshold networks; neural networks; pac-learning;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:19930996