Normalization in Support Vector Machines

Graf, ABA; Radig S. Florczyk, B.

doi:10.1007/3-540-45404-7_37

Item

ITEM ACTIONSEXPORT

Add to Basket

Please note that a newer version of this item is available:
https://pure.mpg.de/pubman/item/item_1793148_2

DetailsSummary

Normalization in Support Vector Machines

Graf, A. (2001). Normalization in Support Vector Machines. DAGM 2001: Pattern Recognition., 277-282.

Item is Released

show all hide all

Basic

show hide

Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-E212-F Version Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-E213-D

Genre: Conference Paper

Files

show Files

Locators

show

Creators

show

hide

Creators:
Graf, ABA^{1, 2}, Author
Radig S. Florczyk, B., Editor

Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795
2Department Human Perception, Cognition and Action, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497797

Content

show

hide

Free keywords: -

Abstract: This article deals with various aspects of normalization in the context of Support Vector Machines. We consider fist normalization of the vectors in the input space and point out the inherent limitations. A natural extension to the feature space is then represented by the kernel function normalization. A correction of the position of the Optimal Separating Hyperplane is subsequently introduced so as to suit better these normalized kernels. Numerical experiments finally evaluate the different approaches.

Details

show

hide

Language(s):

Dates: Date issued: 2001-09

Publication Status: Issued

Pages: -

Publishing info: -

Table of Contents: -

Rev. Type: -

Identifiers: ISBN: 3-540-45404-7
URI: http://www.springerlink.com/content/q3068112g9332857/fulltext.pdf
DOI: 10.1007/3-540-45404-7_37
BibTex Citekey: 305

Degree: -

Event

show

hide

Title: 23rd DAGM Symposium

Place of Event: München, Germany

Start-/End Date: -

Legal Case

show

Project information

show

Source 1

show

hide

Title: DAGM 2001: Pattern Recognition.

Source Genre: Journal

Creator(s):

Affiliations:

Publ. Info: Berlin, Germany : Springer

Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 277 - 282 Identifier: -