6533b85dfe1ef96bd12bdd37

RESEARCH PRODUCT

Applications of Kernel Methods

Gustavo Camps-vallsManel Martínez-ramónJosé Luis Rojo-álvarez

subject

Support vector machineKernel methodbusiness.industryComputer scienceVariable kernel density estimationPolynomial kernelRadial basis function kernelPattern recognitionArtificial intelligenceGeometric modeling kernelTree kernelbusinessKernel principal component analysis

description

In this chapter, we give a survey of applications of the kernel methods introduced in the previous chapter. We focus on different application domains that are particularly active in both direct application of well-known kernel methods, and in new algorithmic developments suited to a particular problem. In particular, we consider the following application fields: biomedical engineering (comprising both biological signal processing and bioinformatics), communications, signal, speech and image processing.

https://doi.org/10.4018/978-1-60566-010-3.ch009