Other packages > Find by keyword >

SDModels  

Spectrally Deconfounded Models
View on CRAN: Click here


Download and install SDModels package within the R console
Install from CRAN:
install.packages("SDModels")

Install from Github:
library("remotes")
install_github("cran/SDModels")

Install by package version:
library("remotes")
install_version("SDModels", "2.0.2")



Attach the package and use:
library("SDModels")
Maintained by
Markus Ulmer
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2025-02-19
Latest Update: 2025-06-05
Description:
Screen for and analyze non-linear sparse direct effects in the presence of unobserved confounding using the spectral deconfounding techniques (Ćevid, Bühlmann, and Meinshausen (2020)<jmlr.org/papers/v21/19-545.html>, Guo, Ćevid, and Bühlmann (2022) <doi:10.1214/21-AOS2152>). These methods have been shown to be a good estimate for the true direct effect if we observe many covariates, e.g., high-dimensional settings, and we have fairly dense confounding. Even if the assumptions are violated, it seems like there is not much to lose, and the deconfounded models will, in general, estimate a function closer to the true one than classical least squares optimization. 'SDModels' provides functions SDAM() for Spectrally Deconfounded Additive Models (Scheidegger, Guo, and Bühlmann (2025) <doi:10.1145/3711116>) and SDForest() for Spectrally Deconfounded Random Forests (Ulmer, Scheidegger, and Bühlmann (2025) <doi:10.48550/arXiv.2502.03969>).
How to cite:
Markus Ulmer (2025). SDModels: Spectrally Deconfounded Models. R package version 2.0.2, https://cran.r-project.org/web/packages/SDModels. Accessed 06 Jun. 2026.
Previous versions and publish date:
1.0.4 (2025-02-19 15:30), 1.0.7 (2025-04-09 16:50), 1.0.10 (2025-05-09 17:10), 1.0.13 (2025-06-05 18:10), 2.0.0 (2025-12-04 15:40)
Other packages that cited SDModels R package
View SDModels citation profile
Other R packages that SDModels depends, imports, suggests or enhances
Complete documentation for SDModels
Functions, R codes and Examples using the SDModels R package
Full SDModels package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

worrrd  
Generate Wordsearch and Crossword Puzzles
Generate wordsearch and crossword puzzles using custom lists of words (and clues).Make them easy or ...
Download / Learn more Package Citations See dependency  
BALLI  
Expression RNA-Seq Data Analysis Based on Linear Mixed Model
Analysis of gene expression RNA-seq data using Bartlett-Adjusted Likelihood-based LInear model (BALL ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
odbc  
Connect to ODBC Compatible Databases (using the DBI Interface)
A DBI-compatible interface to ODBC databases. ...
Download / Learn more Package Citations See dependency  
rwavelet  
Wavelet Analysis
Perform wavelet analysis (orthogonal,translation invariant, tensorial, 1-2-3d transforms, thresholdi ...
Download / Learn more Package Citations See dependency  
IAPWS95  
Thermophysical Properties of Water and Steam
An implementation of the International Association for the Properties of Water (IAPWS) Formulation ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,820

Author Associations

27,205

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA