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cond-mat.dis-nn2000★ 4 cited
Mean-field theory of learning: from dynamics to statics
K. Y. Michael Wong, S. Li, Peixun Luo
Using the cavity method and diagrammatic methods, we model the dynamics of batch learning of restricted sets of examples. Simulations of the Green's function and the cavity activat…
cond-mat.dis-nn2000
Sacrificial Learning in Nonlinear Perceptrons
Peixun Luo, K. Y. Michael Wong
Using the cavity method we consider the learning of noisy teacher-generated examples by a nonlinear student perceptron. For insufficient examples and weak weight decay, the activat…