Recurrent Networks: State Machines Or Iterated Function Systems?

Recurrent Networks: State Machines Or Iterated Function Systems?
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循环网络:状态机还是迭代函数系统?

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发表时间:
1994
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通讯作者:
J. Kolen
J. Kolen
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文献类型:
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作者:
J. Kolen

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换句话说,反复出现的网络状态本身不是IP状态;它们需要一个适当的上下文,可以将它们提升为IP状态。该上下文由一组输入序列和用于生成输出的观察方法组成。虽然递归网络的状态动态可以被描述为IFS,但任何IP解释都将涉及一组可能的输入、状态动态和网络的输出生成机制的整体组合。
words, the recurrent network states are not IP states in of themselves; they require an appropriate context which can elevate them to IP-hood. This context consists of a set of input sequences and an observation method for generating outputs. While the recurrent network’s state dynamics may be described as an IFS, any IP interpretation will involve a holistic combination of the set of possible inputs, the state dynamics, and the output generation mechanism of a network.