AA1*: A Dynamic Incremental Network that Learns by Discrimination
, Tony Martinez, AA1*: A Dynamic Incremental Network that Learns by Discrimination
. Proceedings of the Second International Conference on Artificial Neural Networks and Genetic Algorithms (ICANNGA'95)
. ISBN 3-211-82692-0, pp. 45–48. April 1995. PDF, 107 Kbytes
An incremental learning algorithm for a special class of self-organising, dynamic networks is presented. Learning is effected by adapting both the function performed by the nodes and the overall network topology, so that the network grows (or shrinks) over time to fit the problem. Convergence is guaranteed on any arbitrary Boolean dataset and empirical generalisation results demonstrate promise.