Fast kernel classifiers with online and active learning

Bordes, A; Ertekin, ŞEYDA; Weston, J; Bottou, L

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, Scopus)

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?