Recurrent Networks : State Machines or Iterated Function Systems ?

@inproceedings{Kolen1994RecurrentN,
  title={Recurrent Networks : State Machines or Iterated Function Systems ?},
  author={John F. Kolen},
  year={1994}
}
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. 
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