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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).
| Version: | 0.2.0 |
| Imports: | MASS |
| Published: | 2023-11-16 |
| Author: | Bangxu Qiu [aut, cre], Li-Pang Chen [aut] |
| Maintainer: | Bangxu Qiu <1135427976 at qq.com> |
| License: | GPL-2 |
| NeedsCompilation: | yes |
| CRAN checks: | SIMEXBoost results |
| Reference manual: | SIMEXBoost.pdf |
| Package source: | SIMEXBoost_0.2.0.tar.gz |
| Windows binaries: | r-devel: SIMEXBoost_0.2.0.zip, r-release: SIMEXBoost_0.2.0.zip, r-oldrel: SIMEXBoost_0.2.0.zip |
| macOS binaries: | r-release (arm64): SIMEXBoost_0.2.0.tgz, r-oldrel (arm64): SIMEXBoost_0.2.0.tgz, r-release (x86_64): SIMEXBoost_0.2.0.tgz, r-oldrel (x86_64): SIMEXBoost_0.2.0.tgz |
| Old sources: | SIMEXBoost archive |
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