Exhaustive and systematic analyses on online learning of various models

利用统计力学方法分析了在线学习框架下学习机的泛化能力。详尽而系统的分析从时间和空间的角度处理了一些有趣的模型，这些模型对基础理论和应用都有影响。

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.