CRAN/E | nlpred

nlpred

Estimators of Non-Linear Cross-Validated Risks Optimized for Small Samples

Installation

About

Methods for obtaining improved estimates of non-linear cross-validated risks are obtained using targeted minimum loss-based estimation, estimating equations, and one-step estimation (Benkeser, Petersen, van der Laan (2019), doi:10.1080/01621459.2019.1668794). Cross-validated area under the receiver operating characteristics curve (LeDell, Petersen, van der Laan (2015), doi:10.1214/15-EJS1035) and other metrics are included.

Key Metrics

Version 1.0.1
R ≥ 3.2.0
Published 2020-02-23 1495 days ago
Needs compilation? no
License MIT
License File
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Maintainer

Maintainer

David Benkeser

benkeser@emory.edu

Authors

David Benkeser

aut / cre

Material

README
NEWS
Reference manual
Package source

Vignettes

nlpred: Small-sample optimized estimators of nonlinear risks

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

nlpred archive

Depends

R ≥ 3.2.0
data.table

Imports

stats
utils
SuperLearner
cvAUC
ROCR
Rdpack
bde
np
assertthat

Suggests

knitr
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testthat
prettydoc
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