Extracting and Learning an Unknown Grammar with Recurrent Neural Networks

Giles, C. L., Miller, C. B., Chen, D., Sun, G. Z., Chen, H. H., Lee, Y. C.

Neural Information Processing Systems 

We show that similar methods are appropriate for learning unknown grammars from examples of their strings. TIle training algorithm is an incremental real-time, recurrent learning (RTRL) method that computes the complete gradient and updates the weights at the end of each string.

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