25 citations · 139 across the 31 of their papers we have counts for
Showing 2008Show all
2 papers · 1 filter
cond-mat.stat-mech2008★ 11 cited
Statistical mechanics of lossy compression for non-monotonic multilayer perceptrons
Florent Cousseau, Kazushi Mimura, Toshiaki Omori +1
A lossy data compression scheme for uniformly biased Boolean messages is investigated via statistical mechanics techniques. We utilize tree-like committee machine (committee tree)…
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…