Addressing Detection Limits by Cumulative Probability Models (CPMs)

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". .


multipleDL

An R package for handling multiple DLs by CPMs (cumulative probability models)

Reference manual

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install.packages("multipleDL")

1.0.0 by Yuqi Tian, 3 years ago


Browse source code at https://github.com/cran/multipleDL


Authors: Yuqi Tian [aut, cre] , Chun Li [aut] , Shengxin Tu [aut] , Nathan James [aut] , Frank Harrell [aut] , Bryan Shepherd [aut]


Documentation:   PDF Manual  


GPL (>= 2) license


Imports methods, stats, Rcpp, RcppParallel, rstan, rstantools, SparseM

Linking to BH, Rcpp, RcppEigen, RcppParallel, rstan, StanHeaders

System requirements: GNU make


See at CRAN