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cs.LG2007★ 8 cited
Statistical Mechanics of Nonlinear On-line Learning for Ensemble Teachers
Hideto Utsumi, Seiji Miyoshi, Masato Okada
We analyze the generalization performance of a student in a model composed of nonlinear perceptrons: a true teacher, ensemble teachers, and the student. We calculate the generaliza…
cs.LG2006★ 9 cited
Statistical Mechanics of On-line Learning when a Moving Teacher Goes around an Unlearnable True Teacher
Masahiro Urakami, Seiji Miyoshi, Masato Okada
In the framework of on-line learning, a learning machine might move around a teacher due to the differences in structures or output functions between the teacher and the learning m…