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.
| Author(s): | BakIr, G. and Schölkopf, B. and Weston, J. |
| Book Title: | Kernel Methods in Bioengineering, Signal and Image Processing |
| Pages: | 284-302 |
| Year: | 2007 |
| Month: | January |
| Day: | 0 |
| Editors: | G Camps-Valls and JL Rojo-\'{A}lvarez and M Mart\'{i}nez-Ram\'{o}n |
| Publisher: | Idea Group Publishing |
| Bibtex Type: | Book Chapter (inbook) |
| Address: | Hershey, PA, USA |
| DOI: | 10.4018/978-1-59904-042-4.ch012 |
| Electronic Archiving: | grant_archive |
| Language: | en |
| Organization: | Max-Planck-Gesellschaft |
| School: | Biologische Kybernetik |
BibTex
@inbook{3608,
title = {On the Pre-Image Problem in Kernel Methods},
booktitle = {Kernel Methods in Bioengineering, Signal and Image Processing},
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.},
pages = {284-302},
editors = {G Camps-Valls and JL Rojo-\'{A}lvarez and M Mart\'{i}nez-Ram\'{o}n},
publisher = {Idea Group Publishing},
organization = {Max-Planck-Gesellschaft},
school = {Biologische Kybernetik},
address = {Hershey, PA, USA},
month = jan,
year = {2007},
slug = {3608},
author = {BakIr, G. and Sch{\"o}lkopf, B. and Weston, J.},
month_numeric = {1}
}