17 citations · 109 across the 25 of their papers we have counts for
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physics.soc-ph2008
Effect of Slow Switching in On-line Learning for Ensemble Teachers
Seiji Miyoshi, Masato Okada
We have analyzed the generalization performance of a student which slowly switches ensemble teachers. By calculating the generalization error analytically using statistical mechani…
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…
physics.soc-ph2005
Analysis of on-line learning when a moving teacher goes around a true teacher
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…