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 (SCI-Expanded) identifier identifier

  • Publication Type: Article / Article
  • Volume: 6
  • Publication Date: 2005
  • Journal Name: JOURNAL OF MACHINE LEARNING RESEARCH
  • Journal Indexes: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Page Numbers: pp.1579-1619
  • Middle East Technical University Affiliated: No

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?