70 citations · 168 across the 5 of their papers we have counts for
6 papers
Broken ergodicity and memory in the minority game
J. A. F. Heimel, A. De Martino
We study the dynamics of the `batch' minority game with market-impact correction using generating functional techniques to carry out the quenched disorder average. We find that the…
Dynamical Solution of the On-Line Minority Game
A C C Coolen, J A F Heimel
We solve the dynamics of the on-line minority game, with general types of decision noise, using generating functional techniques a la De Dominicis and the temporal regularization p…
Dynamics of the Batch Minority Game with Inhomogeneous Decision Noise
A. C. C. Coolen, J. A. F. Heimel, D. Sherrington
We study the dynamics of a version of the batch minority game, with random external information and with different types of inhomogeneous decision noise (additive and multiplicativ…
Supervised Learning with Restricted Training Sets: a Generating Functional Analysis
J. A. F. Heimel, A. C. C. Coolen
We study the dynamics of supervised on-line learning of realizable tasks in feed-forward neural networks. We focus on the regime where the number of examples used for training is p…
Generating Functional Analysis of the Dynamics of the Batch Minority Game with Random External Information
J. A. F. Heimel, A. C. C. Coolen
We study the dynamics of the batch minority game, with random external information, using generating functional techniques a la De Dominicis. The relevant control parameter in this…
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…