Fast kernel classifiers with online and active learning

Bordes A., Ertekin Ş. , Weston J., Bottou L.

JOURNAL OF MACHINE LEARNING RESEARCH, vol.6, pp.1579-1619, 2005 (Journal Indexed in SCI) identifier identifier

  • Publication Type: Article / Article
  • Volume: 6
  • Publication Date: 2005
  • Title of Journal : JOURNAL OF MACHINE LEARNING RESEARCH
  • Page Numbers: pp.1579-1619

Abstract

Very high dimensional learning systems become theoretically possible when training examples are abundant. The computing cost then becomes the limiting factor. Any efficient learning algorithm should at least take a brief look at each example. But should all examples be given equal attention?