Installation | Collaborative Targeted Maximum Likelihood Estimation | C-TMLE for variable selection | C-TMLE LASSO for model selection of LASSO | Advanced topic: the general template of C-TMLE | Citation | References | C-TMLE LASSO and C-TMLE for Model Selection | Scalable Discrete C-TMLE with Pre-ordering | Discrete C-TMLE with Greedy Search | General Template of C-TMLE
Package: ctmle 0.1.2
ctmle: Collaborative Targeted Maximum Likelihood Estimation
Implements the general template for collaborative targeted maximum likelihood estimation. It also provides several commonly used C-TMLE instantiation, like the vanilla/scalable variable-selection C-TMLE (Ju et al. (2017) <doi:10.1177/0962280217729845>) and the glmnet-C-TMLE algorithm (Ju et al. (2017) <arxiv:1706.10029>).
Authors:
ctmle_0.1.2.tar.gz
ctmle_0.1.2.zip(r-4.7-any)ctmle_0.1.2.zip(r-4.6-any)ctmle_0.1.2.zip(r-4.5-any)
ctmle_0.1.2.tgz(r-4.6-any)ctmle_0.1.2.tgz(r-4.5-any)
ctmle_0.1.2.tar.gz(r-4.7-any)ctmle_0.1.2.tar.gz(r-4.6-any)
ctmle_0.1.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
ctmle/json (API)
| # Install 'ctmle' in R: |
| install.packages('ctmle', repos = c('https://jucheng1992.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/jucheng1992/ctmle/issues
causal-inferencemachine-learningstatisticstmle
Last updated from:18de559f47. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 140 | ||
| source / vignettes | OK | 233 | ||
| linux-release | OK | 151 | ||
| macos-release | OK | 167 | ||
| macos-oldrel | OK | 226 | ||
| windows-devel | OK | 87 | ||
| windows-release | OK | 108 | ||
| windows-oldrel | OK | 110 | ||
| wasm-release | OK | 110 |
Exports:boundbuild_gn_seqctmleDiscretectmleGeneralctmleGlmnet
Dependencies:bitopscaToolscodetoolscvAUCdata.tableforeachgamglmnetgplotsgtoolsiteratorsKernSmoothlatticeMatrixnnlsRcppRcppEigenrlangROCRshapeSuperLearnersurvivaltmle
