Physics – Condensed Matter – Disordered Systems and Neural Networks
Scientific paper
1996-11-18
Physics
Condensed Matter
Disordered Systems and Neural Networks
LaTeX, 15 pages incl. figures
Scientific paper
10.1088/0305-4470/30/22/014
A perceptron with N random weights can store of the order of N patterns by removing a fraction of the weights without changing their strengths. The critical storage capacity as a function of the concentration of the remaining bonds for random outputs and for outputs given by a teacher perceptron is calculated. A simple Hebb-like dilution algorithm is presented which in the teacher case reaches the optimal generalization ability.
Kinzel Wolfgang
Lopez Belen
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