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CVEK
View on CRAN: Click
here
Download and install CVEK package within the R console
Install from CRAN:
install.packages("CVEK")
Install from Github:
library("remotes")
install_github("cran/CVEK") Install by package version:
library("remotes")
install_version("CVEK", "0.1-2") Attach the package and use:
library("CVEK")
Maintained by
Wenying Deng
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-11-23
Latest Update:
Description:
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.
How to cite:
Wenying Deng (2020). CVEK: Cross-Validated Kernel Ensemble. R package version 0.1-2, https://cran.r-project.org/web/packages/CVEK. Accessed 25 Jun. 2026.
Previous versions and publish date:
Other packages that cited CVEK R package
View CVEK citation profile
Other R packages that CVEK depends,
imports, suggests or enhances
Functions, R codes and Examples using
the CVEK R package
Some associated functions: compute_info . compute_stat . cvek . cvek_test . define_library . ensemble . ensemble_avg . ensemble_exp . ensemble_kernel_matrix . ensemble_stack . estimate_base . estimate_ridge . estimate_sigma2 . estimation . euc_dist . generate_kernel . kernel_intercept . kernel_linear . kernel_matern . kernel_nn . kernel_polynomial . kernel_rational . kernel_rbf . parse_cvek_formula . parse_kernel_terms . parse_kernel_variable . predict.cvek . square_dist . standardize . test_asymp . test_boot . tuning . tuning_AIC . tuning_AICc . tuning_BIC . tuning_GCV . tuning_GCVc . tuning_gmpml . tuning_loocv .
Some associated R codes: ensemble.R . estimation.R . generate_kernel.R . interface.R . predict.R . testing.R . tuning.R . util.R . Full CVEK package functions and examples
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