CRAN/E | SIMEXBoost

SIMEXBoost

Boosting Method for High-Dimensional Error-Prone Data

Installation

About

Implementation of the boosting procedure with the simulation and extrapolation approach to address variable selection and estimation for high-dimensional data subject to measurement error in predictors. It can be used to address generalized linear models (GLM) in Chen (2023) doi:10.1007/s11222-023-10209-3 and the accelerated failure time (AFT) model in Chen and Qiu (2023) doi:10.1111/biom.13898. Some relevant references include Chen and Yi (2021) doi:10.1111/biom.13331 and Hastie, Tibshirani, and Friedman (2008, ISBN:978-0387848570).

Key Metrics

Version 0.2.0
Published 2023-11-16 215 days ago
Needs compilation? yes
License GPL-2
CRAN checks SIMEXBoost results

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Maintainer

Maintainer

Bangxu Qiu

Authors

Bangxu Qiu

aut / cre

Li-Pang Chen

aut

Material

Reference manual
Package source

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

SIMEXBoost archive

Imports

MASS