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

1997

@article{HKL1997,
	vgclass =	{refpap},
	vgproject =	{nn},
	author =	{Lasse Holstr\"{o}m and Petri Koistinen and Jorma Laaksonen
	and Erkki Oja},
	title =	{Neural and statistical classifiers -- taxonomy and two
	case studies},
	journal =	{IEEE Transactions on Neural Networks},
	volume =	{8},
	number =	{1},
	pages =	{5--17},
	month =	{January},
	year =	{1997},
	abstract =	{Pattern classification using neural networks and
	statistical methods is discussed. We give a tutorial overview in which
	popular classifiers are grouped into distinct categories according to
	their underlying mathematical principles; also, we assess what makes a
	classifier neural. The overview is complemented by two case studies
	using handwritten digit and phoneme data that test the performance of a
	number of most typical neural-network and statistical classifiers. Four
	methods of our own are included: reduced kernel discriminant analysis,
	the learning $k$-nearest neighbours classifier, the averaged learning
	subspace method, and a version of kernel discriminant analysis.},
}