Implementation of Sequential BATTing (bootstrapping and aggregating of thresholds from trees) for developing threshold-based multivariate (prognostic/predictive) biomarker signatures. Variable selection is automatically built-in. Final signatures are returned with interaction plots for predictive signatures. Cross-validation performance evaluation and testing dataset results are also output. Detail algorithms are described in Huang et al (2017) <doi:10.1002/sim.7236>.
Version: 0.12 Imports: glmnet, MASS, rpart, survival, Matrix, ggplot2 Published: 2024-02-03 DOI: 10.32614/CRAN.package.SubgrpID Author: Xin Huang [aut, cre, cph], Yan Sun [aut], Saptarshi Chatterjee [aut], Paul Trow [aut] Maintainer: Xin Huang <xin.huang at abbvie.com> License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] NeedsCompilation: no CRAN checks: SubgrpID results Documentation: Downloads: Linking:Please use the canonical form https://CRAN.R-project.org/package=SubgrpID to link to this page.
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