Refereed full papers (journals, book chapters, international conferences)

1992

@inproceedings{OmG1992,
	vgclass =	{refpap},
	vgproject =	{nn},
	author =	{Christian W. Omlin and C. Lee Giles},
	title =	{Training Second-Order Recurrent Neural Networks using
	Hints},
	editor =	{D. Sleeman and P. Edwards},
	booktitle =	{Machine Learning: Proceedings of the Ninth International
	Conference},
	address =	{San Mateo, CA},
	publisher =	{Morgan Kaufmann},
	year =	{1992},
	abstract =	{We investigate a method for inserting rules into
	discrete-time second-order recurrent neural networks which are trained
	to recognize regular languages. The rules defining regular languages
	can be expressed in the form of transitions in the corresponding
	deterministic finite-state automaton. Inserting these rules as hints
	into networks with second-order connections is straightforward. Our
	simulation results show that even weak hints seem to improve the
	convergence time by an order of magnitude.},
}