Other packages > Find by keyword >

smog  

Structural Modeling by using Overlapped Group Penalty
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("smog", "2.1.0")



Attach the package and use:
library("smog")
Maintained by
Chong Ma
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-12-20
Latest Update:
Description:
Fits a linear non-penalized phenotype (demographic) variables and penalized groups of prognostic effect and predictive effect, by satisfying such hierarchy structures that if a predictive effect exists, its prognostic effect must also exist. This package can deal with continuous, binomial or multinomial, and survival response variables, underlying the assumption of Gaussian, binomial (multinomial), and Cox proportional hazard models, respectively. It is implemented by combining the iterative shrinkage-thresholding algorithm and the alternating direction method of multipliers algorithms. The main method is built in C++, and the complementary methods are written in R.
How to cite:
Chong Ma (2019). smog: Structural Modeling by using Overlapped Group Penalty. R package version 2.1.0, https://cran.r-project.org/web/packages/smog. Accessed 25 Jun. 2026.
Previous versions and publish date:
2.0 (2019-12-20 14:30), 2.1.0 (2020-08-10 18:50)
Other packages that cited smog R package
View smog citation profile
Other R packages that smog depends, imports, suggests or enhances
Functions, R codes and Examples using the smog R package
Some associated functions: cv.cglasso . cv.smog . glog . penalty . plot.cv.cglasso . plot.cv.smog . plot.smog . predict.smog . prox . proxL1 . proxL2 . sim_rct_biomarker . smog.default . smog . 
Some associated R codes: RcppExports.R . cv_cglasso.R . cv_smog.R . globals.R . sim_rct_biomarker.R . smog-package.R . smog.R . utility.R .  Full smog package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

foster  
Forest Structure Extrapolation with R
Set of tools to streamline the modeling of the relationship betweensatellite imagery time series or ...
Download / Learn more Package Citations See dependency  
edeaR  
Exploratory and Descriptive Event-Based Data Analysis
Exploratory and descriptive analysis of event based data. Provides methods for describing and select ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
airGRiwrm  
'airGR' Integrated Water Resource Management
Semi-distributed Precipitation-Runoff Modelling based on 'airGR' package models integrating human i ...
Download / Learn more Package Citations See dependency  
sitmo  
Parallel Pseudo Random Number Generator (PPRNG) 'sitmo' Header Files
Provided within are two high quality and fast PPRNGs that may be used in an 'OpenMP' parallel enviro ...
Download / Learn more Package Citations See dependency  

27,535

R Packages

236,180

Dependencies

73,223

Author Associations

27,536

Publication Badges

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