Cultural advice

The Australian National University acknowledges, celebrates and pays our respects to the Ngunnawal and Ngambri people of the Canberra region and to all First Nations Australians on whose traditional lands we meet and work, and whose cultures are among the oldest continuing cultures in human history.

Aboriginal and Torres Strait Islander peoples are advised that ANU Library collections may include images, names, voices, and other representations of deceased persons.

Material in the collection may contain terms, language or views that reflect the period in which the item was created and may be considered inappropriate today.

A Short Introduction to Learning with Kernels

Simple item page
dc.contributor.authorSchoelkopf, Bernhard
dc.contributor.authorSmola, Alexander
dc.date.accessioned2015-12-13T23:07:13Z
dc.date.issued2003
dc.date.updated2015-12-12T08:08:18Z
dc.description.abstractWe briefly describe the main ideas of statistical learning theory, support vector machines, and kernel feature spaces. This includes a derivation of the support vector optimization problem for classification and regression, the ν-trick, various kernels a
dc.identifier.isbn3540005293
dc.identifier.urihttp://hdl.handle.net/1885/86108
dc.publisherSpringer
dc.relation.ispartofAdvanced Lectures on Machine Learning
dc.relation.isversionof1 Edition
dc.titleA Short Introduction to Learning with Kernels
dc.typeBook chapter
local.bibliographicCitation.lastpage64
local.bibliographicCitation.placeofpublicationGermany
local.bibliographicCitation.startpage41
local.contributor.affiliationSchoelkopf, Bernhard, Max Planck Institute for Biological Cybernetics
local.contributor.affiliationSmola, Alexander, College of Engineering and Computer Science, ANU
local.contributor.authoruidSmola, Alexander, u4039398
local.description.embargo2037-12-31
local.description.notesImported from ARIES
local.description.refereedYes
local.identifier.absfor080109 - Pattern Recognition and Data Mining
local.identifier.ariespublicationMigratedxPub14865
local.identifier.scopusID2-s2.0-35248821683
local.type.statusPublished Version

Downloads

Original bundle

Now showing 1 - 1 of 1
Thumbnail Image
Name:
01_Schoelkopf_A_Short_Introduction_to_2003.pdf
Size:
304.45 KB
Format:
Adobe Portable Document Format
Download

Collections

ANU Research Publications

DSpace software copyright © 2002-2026 LYRASIS