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Build CPMs (cumulative probability models, also known as cumulative link models) to account for detection limits (both single and multiple detection limits) in response variables. Conditional quantiles and conditional CDFs can be calculated based on fitted models. The package implements methods described in Tian, Y., Li, C., Tu, S., James, N. T., Harrell, F. E., & Shepherd, B. E. (2022). "Addressing Detection Limits with Semiparametric Cumulative Probability Models". <doi:10.48550/arXiv.2207.02815>.
| Version: | 1.0.0 |
| Depends: | R (≥ 3.4.0) |
| Imports: | methods, stats, Rcpp (≥ 0.12.0), RcppParallel (≥ 5.0.1), rstan (≥ 2.18.1), rstantools (≥ 2.1.1), SparseM |
| LinkingTo: | BH (≥ 1.66.0), Rcpp (≥ 0.12.0), RcppEigen (≥ 0.3.3.3.0), RcppParallel (≥ 5.0.1), rstan (≥ 2.18.1), StanHeaders (≥ 2.18.0) |
| Published: | 2023-11-24 |
| DOI: | 10.32614/CRAN.package.multipleDL |
| Author: | Yuqi Tian [aut, cre], Chun Li [aut], Shengxin Tu [aut], Nathan James [aut], Frank Harrell [aut], Bryan Shepherd [aut] |
| Maintainer: | Yuqi Tian <yuqitian35 at gmail.com> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | yes |
| SystemRequirements: | GNU make |
| Materials: | README |
| CRAN checks: | multipleDL results |
| Reference manual: | multipleDL.pdf |
| Package source: | multipleDL_1.0.0.tar.gz |
| Windows binaries: | r-devel: multipleDL_1.0.0.zip, r-release: multipleDL_1.0.0.zip, r-oldrel: multipleDL_1.0.0.zip |
| macOS binaries: | r-release (arm64): multipleDL_1.0.0.tgz, r-oldrel (arm64): multipleDL_1.0.0.tgz, r-release (x86_64): multipleDL_1.0.0.tgz, r-oldrel (x86_64): multipleDL_1.0.0.tgz |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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