PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

On the Pre-Image Problem in Kernel Methods
G.H. BakIr, B. Schölkopf and J. Weston
In: Kernel Methods in Bioengineering, Signal and Image Processing (2007) Idea Group Publishing , pp. 284-302.


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.

EPrint Type:Book Section
Additional Information:
Project Keyword:Project Keyword UNSPECIFIED
Subjects:Computational, Information-Theoretic Learning with Statistics
Learning/Statistics & Optimisation
Theory & Algorithms
ID Code:4031
Deposited By:Bernhard Schölkopf
Deposited On:25 February 2008