Package: crmReg 1.0.2
crmReg: Cellwise Robust M-Regression and SPADIMO
Method for fitting a cellwise robust linear M-regression model (CRM, Filzmoser et al. (2020) <doi:10.1016/j.csda.2020.106944>) that yields both a map of cellwise outliers consistent with the linear model, and a vector of regression coefficients that is robust against vertical outliers and leverage points. As a by-product, the method yields an imputed data set that contains estimates of what the values in cellwise outliers would need to amount to if they had fit the model. The package also provides diagnostic tools for analyzing casewise and cellwise outliers using sparse directions of maximal outlyingness (SPADIMO, Debruyne et al. (2019) <doi:10.1007/s11222-018-9831-5>).
Authors:
crmReg_1.0.2.tar.gz
crmReg_1.0.2.zip(r-4.5)crmReg_1.0.2.zip(r-4.4)crmReg_1.0.2.zip(r-4.3)
crmReg_1.0.2.tgz(r-4.4-any)crmReg_1.0.2.tgz(r-4.3-any)
crmReg_1.0.2.tar.gz(r-4.5-noble)crmReg_1.0.2.tar.gz(r-4.4-noble)
crmReg_1.0.2.tgz(r-4.4-emscripten)crmReg_1.0.2.tgz(r-4.3-emscripten)
crmReg.pdf |crmReg.html✨
crmReg/json (API)
# Install 'crmReg' in R: |
install.packages('crmReg', repos = c('https://sebastiaanhoppner.r-universe.dev', 'https://cloud.r-project.org')) |
- topgear - Top Gear car data
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 4 years agofrom:29f4e61d1b. Checks:OK: 7. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 15 2024 |
R-4.5-win | OK | Nov 15 2024 |
R-4.5-linux | OK | Nov 15 2024 |
R-4.4-win | OK | Nov 15 2024 |
R-4.4-mac | OK | Nov 15 2024 |
R-4.3-win | OK | Nov 15 2024 |
R-4.3-mac | OK | Nov 15 2024 |
Exports:cellwiseheatmapcrmdaprprpredict.crmspadimo
Dependencies:bitopscaToolsclicolorspaceDEoptimRfansifarverFNNggplot2gluegplotsgtablegtoolsisobandKernSmoothlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellmvtnormnlmepcaPPpillarpkgconfigplyrR6RColorBrewerRcpprlangrobustbaserrcovscalestibbleutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Cellwise Robust M-regression and SPADIMO | crmReg-package crmReg |
Heatmap of cellwise outliers | cellwiseheatmap |
Cellwise Robust M-regression | crm |
Data Preprocessing | daprpr |
Predict method for CRM fits | predict.crm |
SPArse DIrections of Maximal Outlyingness | spadimo |
Top Gear car data | topgear |