Data Centering in Feature Space

Data Centering in Feature Space (2003)

Cached

Download Links

by Marina Meila

Citations:

BibTeX

@MISC{Meila03datacentering,
    author = {Marina Meila},
    title = {Data Centering in Feature Space},
    year = {2003}
}

Years of Citing Articles

Bookmark

OpenURL

Abstract

This paper presents a family of methods for data translation in feature space, to be used in conjunction with kernel machines. The translations are performed using only kernel evaluations in input space. We use the methods to improve the numerical properties of kernel machines. Experiments with synthetic and real data demonstrate the effectiveness of data centering and highlight other interesting aspects of translation in feature space.

Citations

2038	LIBSVM: a library for support vector machines, 2001. Software available at http://www.csie.ntu.edu.tw/˜cjlin/libsvm - Chang, Lin
1493	Vapnik V: Support vector networks - Cortes - 1995
775	Nonlinear component analysis as a kernel eigenvalue problem - Schölkopf, Smola, et al. - 1998
382	Estimating the support of a high-dimensional distribution - Scholkopf, Platt, et al. - 2001
281	Convolutional kernels on discrete structures - Haussler - 2007
230	PL: New Support Vector Algorithms - Schölkopf, AJ, et al.
207	Using the nyström method to speed up kernel machines - Williams, Seeger
180	On kernel-target alignment - Cristianini, Shawe-taylor, et al. - 2001
109	Dynamic alignment kernels - Watkins - 1999
46	Dynamically adapting kernels in support vector machines - Cristianini, Campbell, et al. - 1999
18	Statistical Learning and Kernel Methods - Schölkopf, Guyon, et al. - 2003
15	On the concentration of spectral properties - Shawe-Taylor, Cristianini, et al. - 2002
5	Improving Support Vector Machines by Modifying Kernel Functions. Neural Networks - Amari, Wu - 1999
4	Andre Elisseeff, and Jaz Kandola. On kernel target alignment - Cristianini, Shawe-Taylor - 2002
4	Machine Learning Repository. ftp://ftp.ics.uci.edu/pub/machine-learningdatabases - Irvine
3	Nello Cristianini, and Jaz Kandola. On the concentration of spectral properties - Shawe-Taylor - 2002
2	Support vector and kernel machines. Tutorial at ICML - Cristianini - 2001
1	Penalty gap anova kernels. personal communication - Watkins - 2002