7 citations · 9 across the 2 of their papers we have counts for
2 papers
cond-mat.dis-nn2000★ 2 cited
Non-Deterministic Learning Dynamics in Large Neural Networks due to Structural Data Bias
H. C. Rae, J. A. F. Heimel, A. C. C. Coolen
We study the dynamics of on-line learning in large perceptrons, for the case of training sets with a structural bias of the input vectors, by deriving exact and closed macroscopic…
cond-mat.dis-nn1998★ 7 cited
On-Line Learning with Restricted Training Sets: An Exactly Solvable Case
H. C. Rae, P. Sollich, A. C. C. Coolen
We solve the dynamics of on-line Hebbian learning in large perceptrons exactly, for the regime where the size of the training set scales linearly with the number of inputs. We cons…