Package: tramicp 0.1-0
tramicp: Model-Based Causal Feature Selection for General Response Types
Extends invariant causal prediction (Peters et al., 2016, <doi:10.1111/rssb.12167>) to generalized linear and transformation models (Hothorn et al., 2018, <doi:10.1111/sjos.12291>). The methodology is described in Kook et al. (2023, <doi:10.1080/01621459.2024.2395588>).
Authors:
tramicp_0.1-0.tar.gz
tramicp_0.1-0.zip(r-4.7)tramicp_0.1-0.zip(r-4.6)tramicp_0.1-0.zip(r-4.5)
tramicp_0.1-0.tgz(r-4.6-any)tramicp_0.1-0.tgz(r-4.5-any)
tramicp_0.1-0.tar.gz(r-4.7-any)tramicp_0.1-0.tar.gz(r-4.6-any)
tramicp_0.1-0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
tramicp/json (API)
| # Install 'tramicp' in R: |
| install.packages('tramicp', repos = c('https://lucaskook.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/lucaskook/tramicp/issues
Last updated from:aa01c285af. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 229 | ||
| source / vignettes | OK | 174 | ||
| linux-release-x86_64 | OK | 251 | ||
| macos-release-arm64 | OK | 170 | ||
| macos-oldrel-arm64 | OK | 209 | ||
| windows-devel | OK | 203 | ||
| windows-release | OK | 224 | ||
| windows-oldrel | OK | 185 | ||
| wasm-release | OK | 96 |
Exports:bootstrap_stabilityBoxCoxICPColrICPcotramICPcoxphICPCoxphICPdgp_dicpdicpdicp_controlsglmICPinvariant_setsLehmannICPlmICPLmICPpolrICPPolrICPpvaluesqrfICPrangerICPsurvforestICPsurvregICPSurvregICP
Dependencies:alabamabasefunBBcodacodetoolscoinconeprojcotramdHSICforeachFormulaicenRegiteratorslatticelibcoinMASSMatrixmatrixStatsMLEcensmltmodeltoolsmultcompmvtnormnloptrnumDerivorthopolynompolynomqrngquadprograngerRcppRcppArmadilloRcppEigensandwichsurvivalTH.datatramvariableszoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Bootstrap stability for TRAMICP | bootstrap_stability |
| Simple data-generating process for illustrating tramicp | dgp_dicp |
| Model-based causal feature selection for general response types | dicp |
| TRAMICP Controls | dicp_controls |
| Aliases for implemented model classes | BoxCoxICP ColrICP cotramICP CoxphICP coxphICP glmICP implemented_model_classes LehmannICP LmICP lmICP PolrICP polrICP qrfICP rangerICP survforestICP SurvregICP survregICP |
| Return invariant sets | invariant_sets |
| Extract set and predictor p-values from tramicp outputs | pvalues |
