Bayesian Kernel Methods

Smola, AJ; Schölkopf, B

doi:10.1007/3-540-36434-X_3

Local TagsRelease HistoryDetailsSummary

Bayesian Kernel Methods

Smola, A., & Schölkopf, B. (2003). Bayesian Kernel Methods. In S. Mendelson, & A. Smola (Eds.), Advanced Lectures on Machine Learning: Machine Learning Summer School 2002 Canberra, Australia, February 11–22, 2002 (pp. 65-117). Berlin, Germany: Springer. doi:10.1007/3-540-36434-X_3.

Item is Released

show all hide all

Basic

show hide

Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-DD96-0 Version Permalink: https://hdl.handle.net/21.11116/0000-0005-7387-1

Genre: Conference Paper

Files

show Files

Locators

show

hide

Locator:
https://link.springer.com/content/pdf/10.1007%2F3-540-36434-X_3.pdf (Publisher version) Open Access status unknown

Description:
-

OA-Status:

Creators

show

hide

Creators:
Smola, AJ, 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, ou_1497794

Content

show

hide

Free keywords: -

Abstract: Bayesian methods allow for a simple and intuitive representation of the function spaces used by kernel methods. This chapter describes the basic principles of Gaussian Processes, their implementation and their connection to other kernel-based Bayesian estimation methods, such as the Relevance Vector Machine.

Details

show

hide

Language(s):

Dates: Published Online: 2003-01Date issued: 2003

Publication Status: Issued

Pages: -

Publishing info: -

Table of Contents: -

Rev. Type: -

Identifiers: BibTex Citekey: 2092
DOI: 10.1007/3-540-36434-X_3

Degree: -

Event

show

hide

Title: Machine Learning Summer School 2002

Place of Event: Canberra, Australia

Start-/End Date: 2002-02-11 - 2002-02-22

Legal Case

show

Project information

show

Source 1

show

hide

Title: Advanced Lectures on Machine Learning: Machine Learning Summer School 2002 Canberra, Australia, February 11–22, 2002

Source Genre: Proceedings

Creator(s):
Mendelson, S, Editor
Smola, AJ¹, Editor

Affiliations:
1 External Organizations, ou_persistent22

Publ. Info: Berlin, Germany : Springer

Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 65 - 117 Identifier: ISBN: 978-3-540-00529-2

Source 2

show

hide

Title: Lecture Notes in Computer Science

Source Genre: Series

Creator(s):

Affiliations:

Publ. Info: -

Pages: - Volume / Issue: 2600 Sequence Number: - Start / End Page: - Identifier: -