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CRAN: Package nlpred

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

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.

Version: 1.0.1 Depends: R (≥ 3.2.0), data.table Imports: stats, utils, SuperLearner, cvAUC, ROCR, Rdpack, bde, np, assertthat Suggests: knitr, rmarkdown, testthat, prettydoc, randomForest, ranger, xgboost, glmnet Published: 2020-02-23 DOI: 10.32614/CRAN.package.nlpred Author: David Benkeser [aut, cre] Maintainer: David Benkeser <benkeser at emory.edu> License: MIT + file LICENSE NeedsCompilation: no Materials: README NEWS CRAN checks: nlpred results Documentation: Downloads: Linking:

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