Fast kernel classifiers with online and active learning

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

JOURNAL OF MACHINE LEARNING RESEARCH, cilt.6, ss.1579-1619, 2005 (SCI-Expanded) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 6
  • Basım Tarihi: 2005
  • Dergi Adı: JOURNAL OF MACHINE LEARNING RESEARCH
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Sayfa Sayıları: ss.1579-1619
  • Orta Doğu Teknik Üniversitesi Adresli: Hayır

Özet

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?