Unknown

Dataset Information

0

Kernel Continuum Regression.


ABSTRACT: The continuum regression technique provides an appealing regression framework connecting ordinary least squares, partial least squares and principal component regression in one family. It offers some insight on the underlying regression model for a given application. Moreover, it helps to provide deep understanding of various regression techniques. Despite the useful framework, however, the current development on continuum regression is only for linear regression. In many applications, nonlinear regression is necessary. The extension of continuum regression from linear models to nonlinear models using kernel learning is considered. The proposed kernel continuum regression technique is quite general and can handle very flexible regression model estimation. An efficient algorithm is developed for fast implementation. Numerical examples have demonstrated the usefulness of the proposed technique.

SUBMITTER: Lee MH 

PROVIDER: S-EPMC3777709 | biostudies-literature | 2013 Dec

REPOSITORIES: biostudies-literature

altmetric image

Publications

Kernel Continuum Regression.

Lee Myung Hee MH   Liu Yufeng Y  

Computational statistics & data analysis 20131201


The continuum regression technique provides an appealing regression framework connecting ordinary least squares, partial least squares and principal component regression in one family. It offers some insight on the underlying regression model for a given application. Moreover, it helps to provide deep understanding of various regression techniques. Despite the useful framework, however, the current development on continuum regression is only for linear regression. In many applications, nonlinear  ...[more]

Similar Datasets

| S-EPMC3084459 | biostudies-literature
| S-EPMC4609171 | biostudies-literature
| S-EPMC6383716 | biostudies-literature
| S-EPMC6138053 | biostudies-literature
| S-EPMC8021131 | biostudies-literature
| S-EPMC4908330 | biostudies-literature
| S-EPMC3491912 | biostudies-literature
| S-EPMC4794618 | biostudies-literature
| S-EPMC3159769 | biostudies-literature
| S-EPMC6724104 | biostudies-literature