28 citations · 73 across the 12 of their papers we have counts for
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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…
cond-mat.stat-mech2006★ 6 cited
Statistical Mechanics of Time Domain Ensemble Learning
Seiji Miyoshi, Tatsuya Uezu, Masato Okada
Conventional ensemble learning combines students in the space domain. On the other hand, in this paper we combine students in the time domain and call it time domain ensemble learn…
physics.soc-ph2006★ 15 cited
Statistical Mechanics of Online Learning for Ensemble Teachers
Seiji Miyoshi, Masato Okada
We analyze the generalization performance of a student in a model composed of linear perceptrons: a true teacher, ensemble teachers, and the student. Calculating the generalization…