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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)…
cond-mat.stat-mech2005★ 14 cited
Statistical mechanics of lossy compression using multilayer perceptrons
Kazushi Mimura, Masato Okada
Statistical mechanics is applied to lossy compression using multilayer perceptrons for unbiased Boolean messages. We utilize a tree-like committee machine (committee tree) and tree…
cond-mat.stat-mech2005★ 11 cited
Generating functional analysis of CDMA detection dynamics
Kazushi Mimura, Masato Okada
We investigate the detection dynamics of the parallel interference canceller (PIC) for code-division multiple-access (CDMA) multiuser detection, applied to a randomly spread, fully…