CRAN/E | CVEK

CVEK

Cross-Validated Kernel Ensemble

Installation

About

Implementation of Cross-Validated Kernel Ensemble (CVEK), a flexible modeling framework for robust nonlinear regression and hypothesis testing based on ensemble learning with kernel-ridge estimators (Jeremiah et al. (2017) and Wenying et al. (2018) ). It allows user to conduct nonlinear regression with minimal assumption on the function form by aggregating nonlinear models generated from a diverse collection of kernel families. It also provides utilities to test for the estimated nonlinear effect under this ensemble estimator, using either the asymptotic or the bootstrap version of a generalized score test.

Key Metrics

Version 0.1-2
R ≥ 3.6.0
Published 2020-12-18 1219 days ago
Needs compilation? no
License GPL-2
CRAN checks CVEK results

Downloads

Yesterday 16 0%
Last 7 days 47 +38%
Last 30 days 196 +2%
Last 90 days 769 +29%
Last 365 days 2.535 -4%

Maintainer

Maintainer

Wenying Deng

wdeng@g.harvard.edu

Authors

Wenying Deng

aut / cre

Jeremiah Zhe Liu

ctb

Material

Reference manual
Package source

Vignettes

Using the CVEK R package

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

CVEK archive

Depends

R ≥ 3.6.0
MASS
limSolve

Suggests

testthat
knitr
rmarkdown
ggplot2
ggrepel