Inductive Bias in Context-Free Language Learning

@inproceedings{Tonkes1998InductiveBI,
  title={Inductive Bias in Context-Free Language Learning},
  author={Brad Tonkes and Alan Blair and Janet Wiles},
  year={1998}
}
Recurrent neural networks are capable of learning context-free tasks, however learning performance is unsatisfactory. We investigate the e ect of biasing learning towards nding a solution to a context-free prediction task. The rst series of simulations xes various sets of weights of the network to values found in a successful network, limiting the search space of the backpropagation through time learning algorithm. We nd that xing similar sets of weights can have very di erent e ects on… CONTINUE READING
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