On the Pre-Image Problem in Kernel Methods

BakIr, G; Schölkopf, B; Weston, J

doi:10.4018/978-1-59904-042-4.ch012

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On the Pre-Image Problem in Kernel Methods

BakIr, G., Schölkopf, B., & Weston, J. (2007). On the Pre-Image Problem in Kernel Methods. In G. Camps-Valls, J. Rojo-Álvarez, & M. Martínez-Ramón (Eds.), Kernel Methods in Bioengineering, Signal and Image Processing (pp. 284-302). Hershey, PA, USA: Idea Group Publishing.

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Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-CEFB-1 Version Permalink: https://hdl.handle.net/21.11116/0000-0003-ED04-E

Genre: Book Chapter

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https://www.igi-global.com/gateway/chapter/24828 (Publisher version) Open Access status unknown

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BakIr, G^{1, 2}, Author
Schölkopf, B^{1, 2}, Author
Weston, J, Author

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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

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Abstract: In this chapter we are concerned with the problem of reconstructing patterns from their representation in feature space, known as the pre-image problem. We review existing algorithms and propose a learning based approach. All algorithms are discussed regarding their usability and complexity and evaluated on an image denoising application.

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Dates: Date issued: 2007-01

Publication Status: Issued

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Identifiers: BibTex Citekey: 3608
DOI: 10.4018/978-1-59904-042-4.ch012

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Title: Kernel Methods in Bioengineering, Signal and Image Processing

Source Genre: Book

Creator(s):
Camps-Valls, G, Editor
Rojo-Álvarez, JL, Editor
Martínez-Ramón, M, Editor

Affiliations:
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Publ. Info: Hershey, PA, USA : Idea Group Publishing

Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 284 - 302 Identifier: ISBN: 1-59904-044-1