Exhaustive and systematic analyses on online learning of various models

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We have analyzed the generalization ability of learning machines in the framework of online learning using statistical mechanical method. The exhaustive and systematic analyses have treated some models which are interesting from the viewpoint of temporal and spacious aspects and have effects on both the fundamental theory and applications.