Cluster Kernels for Semi-Supervised Learning

Chapelle, O; Weston, J; Schölkopf, B

Local TagsRelease HistoryDetailsSummary

Cluster Kernels for Semi-Supervised Learning

Chapelle, O., Weston, J., & Schölkopf, B. (2003). Cluster Kernels for Semi-Supervised Learning. In S. Becker, S. Thrun, & K. Obermayer (Eds.), Advances in Neural Information Processing Systems 15 (pp. 585-592). Cambridge, MA, USA: MIT Press.

Item is Released

show all hide all

Basic

show hide

Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-DB37-0 Version Permalink: https://hdl.handle.net/21.11116/0000-0005-6BD0-8

Genre: Conference Paper

Files

show Files

Locators

show

hide

Locator:
http://papers.nips.cc/paper/2257-cluster-kernels-for-semi-supervised-learning.pdf (Publisher version) Open Access status unknown

Description:
-

OA-Status:

Creators

show

hide

Creators:
Chapelle, O^{1, 2}, Author
Weston, J^{1, 2}, Author
Schölkopf, B^{1, 2}, Author

Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795
2Max Planck Institute for Biological Cybernetics, Max Planck Society, Spemannstrasse 38, 72076 Tübingen, DE, ou_1497794

Content

show

hide

Free keywords: -

Abstract: We propose a framework to incorporate unlabeled data in kernel classifier, based on the idea that two points in the same cluster are more likely to have the same label. This is achieved by modifying the eigenspectrum of the kernel matrix. Experimental results assess the validity of this approach.

Details

show

hide

Language(s):

Dates: Date issued: 2003-09

Publication Status: Issued

Pages: -

Publishing info: -

Table of Contents: -

Rev. Type: -

Identifiers: BibTex Citekey: 2051

Degree: -

Event

show

hide

Title: Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002)

Place of Event: Vancouver, BC, Canada

Start-/End Date: 2002-12-09 - 2002-12-14

Legal Case

show

Project information

show

Source 1

show

hide

Title: Advances in Neural Information Processing Systems 15

Source Genre: Proceedings

Creator(s):
Becker, S, Editor
Thrun, S, Editor
Obermayer, K, Editor

Affiliations:
-

Publ. Info: Cambridge, MA, USA : MIT Press

Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 585 - 592 Identifier: ISBN: 0-262-02550-7