在线学习与循环的例子:空腔分析

Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02. Pub Date : 2002-11-18 DOI:10.1109/ICONIP.2002.1202839

P. Luo, K. Wong

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引用次数: 0

摘要

我们用空腔法用循环实例分析了在线学习的动态。对于大的输入维度，我们推导了宏观参数的方程，提供了Adaline学习的解决方案作为基准。讨论了与批量学习的比较。

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Online learning with recycled examples: a cavity analysis

We analyse the dynamics of on-line learning with recycled examples using the cavity method. For large input dimensions, we derive equations for the macroscopic parameters, providing solutions to Adaline learning as a benchmark. Comparison with batch learning is discussed.

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Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.

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